{"id":"W4407494944","doi":"10.1016/j.bpj.2024.11.2672","title":"BPS2025 - The inaugural Flatiron heterogeneity community challenge","year":2025,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Management science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006284429,0.0001486928,0.0001966757,0.00005051594,0.0009925814,0.000433656,0.001920359,0.00005941781,0.000002723172],"category_scores_gemma":[0.00003911421,0.0000944869,0.0001823045,0.0003677747,0.00008920827,0.0001955255,0.0004869146,0.0008612212,0.00004687345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006171309,"about_ca_system_score_gemma":0.00007512148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003477462,"about_ca_topic_score_gemma":0.000008472908,"domain_scores_codex":[0.9983289,0.0006804937,0.0002807298,0.0001512829,0.0002615055,0.0002970426],"domain_scores_gemma":[0.9988345,0.0002330358,0.0001214289,0.0006227974,0.0000946636,0.0000935766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001081235,0.002712907,0.003844661,0.0002095545,0.0008461976,0.000156045,0.005604296,0.002589576,0.03492009,0.6899624,0.05534131,0.2037048],"study_design_scores_gemma":[0.00550951,0.002016145,0.2514103,0.001131477,0.000184841,0.0008217356,0.0009505451,0.3490203,0.01619492,0.08530856,0.2850673,0.002384347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6216796,0.0001722599,0.3615679,0.007417221,0.001895245,0.0001489644,0.00000673674,0.000149033,0.006963069],"genre_scores_gemma":[0.9987231,0.00001083954,0.0003910546,0.0004050731,0.0003007078,0.000003013827,0.000001846746,0.000003645825,0.0001607451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6046539,"threshold_uncertainty_score":0.7634234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02664357983320001,"score_gpt":0.2820407266495973,"score_spread":0.2553971468163972,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}