{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009924806,0.0006346835,0.0009006067,0.0009023483,0.004262254,0.006688582,0.002239422,0.007862685,0.03561829],"category_scores_gemma":[0.02095181,0.0003613287,0.0006089189,0.0009291897,0.003052736,0.009410358,0.007364947,0.008090485,0.01136317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003757523,"about_ca_system_score_gemma":0.008299236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01099444,"about_ca_topic_score_gemma":0.012461,"domain_scores_codex":[0.9967579,0.0007763597,0.00005784409,0.0003335091,0.001338461,0.0007359738],"domain_scores_gemma":[0.9869893,0.002667847,0.0002817955,0.0009880962,0.003336829,0.005736185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001179291,0.00009674984,0.000482827,0.0001044264,0.00001230488,0.0001318808,0.0002369245,0.0007941454,0.0006948466,0.2326948,0.7265536,0.03807957],"study_design_scores_gemma":[0.00007523556,0.00005817054,0.0009498235,0.0001343044,0.000007152918,0.0001006757,0.000974589,0.003650334,0.00060425,0.2242523,0.7691537,0.00003952875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01851691,0.004888381,0.02048955,0.7903968,0.03263743,0.0001000024,0.002043481,0.001115053,0.1298123],"genre_scores_gemma":[0.3848746,0.009239256,0.03494458,0.2261116,0.02688435,0.0007193558,0.006170205,0.002090679,0.3089653],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03561829,"threshold_uncertainty_score":0.119155,"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."}}