{
  "version": "1.0.0",
  "generated": "2026-05-12",
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        "hint-trialbench"
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      "notes": "Principal force behind TDC and PrimeKG; NIH New Innovator Award 2022. Among the field's most cited benchmark authors.",
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    },
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      "website": "https://www.stats.ox.ac.uk/~deane/",
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      "github": "N/A",
      "primary_benchmarks": [
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        "sabdab",
        "oas",
        "cov-abdab"
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        "benchmark_citations": 5,
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      },
      "notes": "Antibody structural informatics + pose validation; PoseBusters co-creator. Head of BBSRC.",
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      "id": "torsten-schwede",
      "name": "Torsten Schwede",
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      "website": "https://schwedelab.org/",
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      "github": "N/A",
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        "pinder",
        "cameo-targets",
        "casp15"
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        "sib-swiss"
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        "rigor_flags": 5
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      "notes": "Swiss-PdbViewer, SWISS-MODEL, CAMEO, PLINDER. One of the most influential structural bioinformatics figures.",
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    },
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      "website": "https://insilico.com/",
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      "github": "N/A",
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        "longevity-bench-insilico",
        "targetbench-insilico",
        "clinbench-quarterly",
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        "insilico-medicine"
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      },
      "notes": "Insilico Medicine founder/CEO. Longevity + AI drug discovery. Co-author MOSES. Drove ScienceAIBench/InsilicoBench/DDB.",
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    },
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      "name": "Fabian Theis",
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      "country": "Germany",
      "website": "https://www.helmholtz-munich.de/en/icb/pi/fabian-theis",
      "orcid": "0000-0002-2419-1943",
      "github": "N/A",
      "primary_benchmarks": [
        "scperturb",
        "openproblems-perturbation"
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        "openproblems"
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        "rigor_flags": 5
      },
      "notes": "scVI, scGen, scArches family. Director, Computational Health Center.",
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    },
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      "name": "Kexin Huang",
      "kind": "expert",
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      "country": "USA",
      "website": "https://www.kexinhuang.com/",
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      "github": "https://github.com/kexinhuang12345",
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        "tdc-admet",
        "primekg",
        "herg-classifier-bench",
        "ames",
        "dili-ldi",
        "tdc-drug-syn"
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        "tdc",
        "stanford-stats"
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        "community_role": 4,
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        "rigor_flags": 5
      },
      "notes": "Lead developer of TDC. Highly productive benchmark author across ADMET, knowledge graphs, and trial outcome.",
      "composite_score": 94.1
    },
    {
      "id": "debora-marks",
      "name": "Debora Marks",
      "kind": "expert",
      "affiliation": "Harvard Medical School (Marks Lab)",
      "country": "USA",
      "website": "https://www.deboramarkslab.com/",
      "orcid": "0000-0001-9388-2281",
      "github": "N/A",
      "primary_benchmarks": [
        "proteingym"
      ],
      "group_ids": [
        "marks-lab"
      ],
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        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "EVE, EVcouplings, ProteinGym. Variant-effect prediction pioneer.",
      "composite_score": 93.2
    },
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      "name": "Al\u00e1n Aspuru-Guzik",
      "kind": "expert",
      "affiliation": "U Toronto / Vector Institute (Matter Lab)",
      "country": "Canada",
      "website": "https://www.matter.toronto.edu/",
      "orcid": "0000-0003-2105-3023",
      "github": "https://github.com/aspuru-guzik-group",
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        "vector-institute"
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        "scope": 5,
        "community_role": 5,
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        "rigor_flags": 5
      },
      "notes": "Quantum + generative chemistry pioneer. Self-driving lab architect.",
      "composite_score": 92.4
    },
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      "name": "Chris Sander",
      "kind": "expert",
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      "website": "http://sanderlab.org/",
      "orcid": "0000-0001-6059-6270",
      "github": "N/A",
      "primary_benchmarks": [
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      ],
      "group_ids": [
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        "dfci"
      ],
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        "scope": 5,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "Sander Lab \u2014 computational systems biology stalwart.",
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    },
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      "name": "Aviv Regev",
      "kind": "expert",
      "affiliation": "Genentech (gRED) / Broad (previously)",
      "country": "USA",
      "website": "https://www.gene.com/scientists/our-scientists/aviv-regev",
      "orcid": "0000-0003-3293-3158",
      "github": "N/A",
      "primary_benchmarks": [
        "perturbbench"
      ],
      "group_ids": [
        "genentech-gred",
        "broad-institute"
      ],
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        "benchmark_citations": 5,
        "scope": 5,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "HCA co-founder. Genentech EVP Research.",
      "composite_score": 92.4
    },
    {
      "id": "todd-golub",
      "name": "Todd Golub",
      "kind": "expert",
      "affiliation": "Broad Institute / DFCI",
      "country": "USA",
      "website": "https://www.broadinstitute.org/bios/todd-r-golub",
      "orcid": "0000-0002-4509-1168",
      "github": "N/A",
      "primary_benchmarks": [
        "lincs-l1000",
        "depmap"
      ],
      "group_ids": [
        "broad-depmap",
        "broad-cmap",
        "dfci"
      ],
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        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 5,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "Broad Institute founding director. CMap + DepMap.",
      "composite_score": 92.4
    },
    {
      "id": "william-hahn",
      "name": "William C. Hahn",
      "kind": "expert",
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      "country": "USA",
      "website": "https://www.dana-farber.org/find-a-doctor/william-c-hahn/",
      "orcid": "0000-0003-2840-9791",
      "github": "N/A",
      "primary_benchmarks": [
        "depmap"
      ],
      "group_ids": [
        "broad-depmap",
        "dfci"
      ],
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        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 5,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "DFCI CSO. Project Achilles founder.",
      "composite_score": 92.4
    },
    {
      "id": "john-moult",
      "name": "John Moult",
      "kind": "expert",
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      "country": "USA",
      "website": "https://ibbr.umd.edu/people/faculty/john-moult",
      "orcid": "0000-0002-6201-6020",
      "github": "N/A",
      "primary_benchmarks": [
        "casp15",
        "casp16"
      ],
      "group_ids": [
        "prediction-center-ucd"
      ],
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        "benchmark_citations": 5,
        "scope": 5,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "CASP founder (1994).",
      "composite_score": 92.4
    },
    {
      "id": "regina-barzilay",
      "name": "Regina Barzilay",
      "kind": "expert",
      "affiliation": "MIT CSAIL / Jameel Clinic",
      "country": "USA",
      "website": "https://people.csail.mit.edu/regina/",
      "orcid": "0000-0003-1724-8932",
      "github": "N/A",
      "primary_benchmarks": [
        "admet-ai"
      ],
      "group_ids": [
        "mit-csail",
        "jameel-clinic",
        "barzilay-lab"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 4,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "AACR Chemistry in Cancer Research Award for antibiotic discovery (halicin). Jameel Clinic director.",
      "composite_score": 89.4
    },
    {
      "id": "malte-luecken",
      "name": "Malte Luecken",
      "kind": "expert",
      "affiliation": "Helmholtz Munich",
      "country": "Germany",
      "website": "https://www.helmholtz-munich.de/en/icb/postdocs/malte-luecken",
      "orcid": "0000-0001-7464-7921",
      "github": "N/A",
      "primary_benchmarks": [
        "openproblems-perturbation"
      ],
      "group_ids": [
        "helmholtz-munich",
        "openproblems"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 4,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "Lead author Open Problems Nat Biotech 2025. scIB batch integration benchmark.",
      "composite_score": 89.4
    },
    {
      "id": "luhua-lai",
      "name": "Luhua Lai",
      "kind": "expert",
      "affiliation": "Peking University",
      "country": "China",
      "website": "http://mdl.ipc.pku.edu.cn/",
      "orcid": "0000-0002-8343-7587",
      "github": "N/A",
      "primary_benchmarks": [],
      "group_ids": [
        "pku-aidd"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 4,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "PKU CBDD founder.",
      "composite_score": 89.4
    },
    {
      "id": "burkhard-rost",
      "name": "Burkhard Rost",
      "kind": "expert",
      "affiliation": "TU M\u00fcnchen (Rostlab)",
      "country": "Germany",
      "website": "https://www.rostlab.org/",
      "orcid": "0000-0003-0179-8424",
      "github": "N/A",
      "primary_benchmarks": [
        "flip"
      ],
      "group_ids": [
        "rostlab-tum"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 4,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "ProtTrans, predictprotein. ELIXIR founding figure.",
      "composite_score": 89.4
    },
    {
      "id": "nick-tatonetti",
      "name": "Nick Tatonetti",
      "kind": "expert",
      "affiliation": "Cedars-Sinai / Columbia (ex)",
      "country": "USA",
      "website": "https://tatonettilab.org/",
      "orcid": "0000-0002-2700-2597",
      "github": "https://github.com/tatonetti-lab",
      "primary_benchmarks": [
        "offsides-twosides",
        "faers-bench"
      ],
      "group_ids": [
        "tatonetti-lab"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 4,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "OffSides/TWOSIDES. Pharmacovigilance ML.",
      "composite_score": 89.4
    },
    {
      "id": "predrag-radivojac",
      "name": "Predrag Radivojac",
      "kind": "expert",
      "affiliation": "Northeastern University",
      "country": "USA",
      "website": "https://www.ccs.neu.edu/home/radivojac/",
      "orcid": "0000-0002-6769-0793",
      "github": "N/A",
      "primary_benchmarks": [
        "cafa5"
      ],
      "group_ids": [
        "cafa-consortium"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 4,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "CAFA organizer.",
      "composite_score": 89.4
    },
    {
      "id": "andriy-kryshtafovych",
      "name": "Andriy Kryshtafovych",
      "kind": "expert",
      "affiliation": "UC Davis (Prediction Center)",
      "country": "USA",
      "website": "https://predictioncenter.org/",
      "orcid": "0000-0001-5066-7178",
      "github": "N/A",
      "primary_benchmarks": [
        "casp15",
        "casp16"
      ],
      "group_ids": [
        "prediction-center-ucd"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 4,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "CASP lead assessor.",
      "composite_score": 89.4
    },
    {
      "id": "leo-anthony-celi",
      "name": "Leo Anthony Celi",
      "kind": "expert",
      "affiliation": "MIT / BIDMC",
      "country": "USA",
      "website": "https://lcp.mit.edu/",
      "orcid": "0000-0001-6712-6626",
      "github": "N/A",
      "primary_benchmarks": [
        "mimic-benchmark"
      ],
      "group_ids": [
        "mit-lcp"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 4,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "MIMIC clinical lead.",
      "composite_score": 89.4
    },
    {
      "id": "gustavo-stolovitzky",
      "name": "Gustavo Stolovitzky",
      "kind": "expert",
      "affiliation": "IBM Research / Mount Sinai",
      "country": "USA",
      "website": "https://research.ibm.com/people/gustavo-stolovitzky",
      "orcid": "0000-0002-3580-8859",
      "github": "N/A",
      "primary_benchmarks": [],
      "group_ids": [
        "sage-bionetworks",
        "ibm-research"
      ],
      "rubric": {
        "benchmarks_authored": 3,
        "benchmark_citations": 5,
        "scope": 5,
        "community_role": 5,
        "recency": 4,
        "rigor_flags": 5
      },
      "notes": "DREAM Challenges co-founder.",
      "composite_score": 89.1
    },
    {
      "id": "stephen-quake",
      "name": "Stephen Quake",
      "kind": "expert",
      "affiliation": "CZ Biohub / Stanford",
      "country": "USA",
      "website": "https://quakelab.stanford.edu/",
      "orcid": "0000-0002-1613-0809",
      "github": "N/A",
      "primary_benchmarks": [
        "cz-virtual-cell-challenge"
      ],
      "group_ids": [
        "cz-biohub",
        "stanford-bioe"
      ],
      "rubric": {
        "benchmarks_authored": 2,
        "benchmark_citations": 5,
        "scope": 5,
        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "CZ Biohub president. Virtual Cell Challenge architect.",
      "composite_score": 88.5
    },
    {
      "id": "russ-altman",
      "name": "Russ Altman",
      "kind": "expert",
      "affiliation": "Stanford",
      "country": "USA",
      "website": "https://profiles.stanford.edu/russ-altman",
      "orcid": "0000-0003-3859-2905",
      "github": "N/A",
      "primary_benchmarks": [
        "offsides-twosides"
      ],
      "group_ids": [
        "stanford-bmir"
      ],
      "rubric": {
        "benchmarks_authored": 2,
        "benchmark_citations": 5,
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        "community_role": 5,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "PharmGKB + Tatonetti-Altman collaborations.",
      "composite_score": 88.5
    },
    {
      "id": "tianfan-fu",
      "name": "Tianfan Fu",
      "kind": "expert",
      "affiliation": "Rensselaer Polytechnic (faculty); Georgia Tech (PhD)",
      "country": "USA",
      "website": "https://futianfan.github.io/",
      "orcid": "0000-0002-5809-5635",
      "github": "https://github.com/futianfan",
      "primary_benchmarks": [
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        "hint-trialbench",
        "top-benchmark",
        "pmo"
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      "group_ids": [
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        "fu-lab",
        "sun-lab-gatech"
      ],
      "rubric": {
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        "scope": 4,
        "community_role": 3,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "Co-developer of TDC and major clinical trial outcome benchmarks (HINT/TOP/TrialBench).",
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    },
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      "affiliation": "Deep Forest Sciences",
      "country": "USA",
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      "orcid": "0000-0003-3466-3549",
      "github": "https://github.com/rbharath",
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        "clintox",
        "uspto-retrosyn"
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      "group_ids": [
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        "pande-lab"
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        "rigor_flags": 5
      },
      "notes": "Created DeepChem + MoleculeNet. Key figure behind open-source molecular ML benchmarks.",
      "composite_score": 87.1
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      "affiliation": "Broad Institute (DepMap)",
      "country": "USA",
      "website": "https://www.broadinstitute.org/bios/aviad-tsherniak",
      "orcid": "N/A",
      "github": "N/A",
      "primary_benchmarks": [
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      "group_ids": [
        "broad-depmap"
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      "rubric": {
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        "benchmark_citations": 5,
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        "community_role": 4,
        "recency": 5,
        "rigor_flags": 5
      },
      "notes": "Broad DepMap lead.",
      "composite_score": 86.5
    },
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      "name": "Connor Coley",
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      "affiliation": "MIT CSE + ChemE (Coley Lab)",
      "country": "USA",
      "website": "https://coley.mit.edu/",
      "orcid": "0000-0002-8271-8723",
      "github": "https://github.com/connorcoley",
      "primary_benchmarks": [
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        "ord-bench",
        "uspto-retrosyn"
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      "group_ids": [
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        "coley-lab",
        "open-reaction-database"
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      "rubric": {
        "benchmarks_authored": 4,
        "benchmark_citations": 4,
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        "recency": 5,
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      "notes": "DUD-E, ZINC \u2014 foundational virtual screening benchmarks. Flag: DUD-E has known bias.",
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      "notes": "Tsinghua AIDD. Leads UniMol-related work.",
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      "notes": "ChEMBL team leader.",
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      "notes": "Rosetta antibody + IgLM.",
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      "github": "N/A",
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      "notes": "PDBbind + CASF \u2014 most-used docking benchmarks globally. Flag: update cadence slow.",
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      "orcid": "0000-0002-6596-7156",
      "github": "N/A",
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      "orcid": "0000-0002-9169-3093",
      "github": "N/A",
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      "orcid": "N/A",
      "github": "N/A",
      "primary_benchmarks": [
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      "group_ids": [
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      "notes": "Obach dataset.",
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      "github": "N/A",
      "primary_benchmarks": [
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      "group_ids": [
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      "group_ids": [
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      "orcid": "0000-0003-1212-4927",
      "github": "N/A",
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}