{"id":"W4407492731","doi":"10.1016/j.bpj.2024.11.3230","title":"BPS2025 - The inaugural flatiron heterogeneity community challenge","year":2025,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business","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":[0.006372157,0.000374927,0.000569079,0.0007138695,0.004021149,0.005329634,0.001696966,0.004826617,0.02711135],"category_scores_gemma":[0.01311278,0.0002365728,0.0003773117,0.0008197122,0.002866522,0.005886295,0.007702204,0.005814486,0.004029124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003557458,"about_ca_system_score_gemma":0.009722822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02484892,"about_ca_topic_score_gemma":0.04202959,"domain_scores_codex":[0.9977993,0.0004571811,0.00004557783,0.0002225587,0.00085508,0.0006202277],"domain_scores_gemma":[0.9919077,0.001285,0.0002481438,0.0005229466,0.002267101,0.003769018],"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":[0.0001299585,0.0001463213,0.003615193,0.0001703364,0.00002140079,0.0003712276,0.001602003,0.001260071,0.001564062,0.4269329,0.494335,0.06985153],"study_design_scores_gemma":[0.00004284721,0.00006119841,0.004604757,0.0001655377,0.00000736231,0.000142247,0.005755169,0.00303471,0.0005273786,0.1858072,0.7998138,0.00003780417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.07469574,0.003173959,0.01828608,0.7089005,0.01068429,0.00009142287,0.001413888,0.0004866582,0.1822676],"genre_scores_gemma":[0.7103802,0.003432953,0.01566808,0.09265643,0.004305139,0.0002565851,0.001790446,0.0004390444,0.1710711],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02711135,"threshold_uncertainty_score":0.09069651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424187665906394,"score_gpt":0.2352542211755594,"score_spread":0.2210123445164955,"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."}}