{"id":"W4409361356","doi":"10.1016/j.patter.2025.101205","title":"Can an accurate model be bad?","year":2025,"lang":"en","type":"article","venue":"Patterns","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"Hospital Research Foundation","keywords":"Computer science","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":[0.00003411805,0.00009374555,0.0001497239,0.00006285555,0.00005951968,0.00001131938,0.00005139947,0.00002679254,0.0001162288],"category_scores_gemma":[0.00002657383,0.00008328883,0.00005140901,0.00007707903,0.00002369834,0.00004120112,0.00006647493,0.00007905783,0.00001857114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004012286,"about_ca_system_score_gemma":0.00009065691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001999045,"about_ca_topic_score_gemma":0.000959885,"domain_scores_codex":[0.9994127,0.00001242003,0.0001081595,0.0001821996,0.0001075032,0.0001770809],"domain_scores_gemma":[0.9995404,0.00001726843,0.00000979883,0.0002665718,0.00005720879,0.0001086866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002489224,0.0005312877,0.9095438,0.0005290245,0.0003890099,0.0002007402,0.003041602,0.00004866337,0.002872408,0.0007075993,0.01557499,0.06631202],"study_design_scores_gemma":[0.002635786,0.0002412218,0.8773575,0.0003234328,0.000557511,0.0000143786,0.001315023,0.1076347,0.002714683,0.00172978,0.005034585,0.0004414265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839981,0.0001407022,0.000467717,0.005876908,0.0001046141,0.0001964059,0.000123905,0.00008680552,0.009004803],"genre_scores_gemma":[0.9904698,0.00002063053,0.00006823704,0.003818203,0.00005605499,0.00003041447,0.00002615615,0.00001046747,0.005500057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.107586,"threshold_uncertainty_score":0.339642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04167356120225172,"score_gpt":0.3449256609830578,"score_spread":0.3032520997808061,"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."}}