{"id":"W1947175571","doi":"10.1002/cncy.21261","title":"The lessons of failure","year":2012,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Clinical trial; Family medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006151206,0.00006142782,0.0001802199,0.00005344926,0.0000854289,0.000002222333,0.0001238611,0.00005766337,0.0001525478],"category_scores_gemma":[0.0002434699,0.00003369048,0.00004268053,0.0001972943,0.0005722171,0.00003753638,0.00004176166,0.0001676946,0.00002304513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003919515,"about_ca_system_score_gemma":0.0001813673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003647096,"about_ca_topic_score_gemma":0.00003826622,"domain_scores_codex":[0.999116,0.00004625153,0.0001316199,0.0001096187,0.0002046942,0.0003918312],"domain_scores_gemma":[0.9993072,0.00009602978,0.00004646709,0.0002738359,0.0001066744,0.0001698005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002442917,0.0001601859,0.6237242,0.0001320175,0.00003612256,0.0000696852,0.003934928,0.000001620323,0.2053607,0.01625284,0.02737898,0.1227045],"study_design_scores_gemma":[0.00137506,0.000341878,0.6071604,0.00008489915,0.00007515551,0.0005179127,0.00219414,0.00001705017,0.03309996,0.0002235315,0.3548114,0.00009863581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567398,0.01055569,0.0001265738,0.02309514,0.0008671073,0.0002203941,0.000006468388,0.00002281029,0.008365968],"genre_scores_gemma":[0.9954066,0.0009303211,0.00009906397,0.000678867,0.0005498937,0.00002328346,0.000001627389,0.000006920521,0.002303411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3274324,"threshold_uncertainty_score":0.2108358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05778856644691777,"score_gpt":0.4140496440569841,"score_spread":0.3562610776100663,"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."}}