{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03719666,0.001054698,0.001674525,0.002951255,0.005572474,0.009696478,0.003381741,0.01069716,0.02421596],"category_scores_gemma":[0.1198346,0.0007100956,0.001186205,0.001464674,0.02446751,0.01793791,0.007194333,0.02409895,0.009328299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006783446,"about_ca_system_score_gemma":0.01014171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005977876,"about_ca_topic_score_gemma":0.007135482,"domain_scores_codex":[0.9790753,0.00874956,0.001210899,0.002789228,0.005933754,0.002241295],"domain_scores_gemma":[0.8845661,0.07249328,0.004707129,0.007634684,0.01470321,0.01589559],"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":[0.00012111,0.00007117155,0.002970895,0.0003169478,0.00008669688,0.000711498,0.003427694,0.0003435868,0.00007123721,0.098428,0.755051,0.1384001],"study_design_scores_gemma":[0.00008302015,0.0001184061,0.001732288,0.001844111,0.0000375453,0.001222238,0.003531471,0.0002984489,0.0001349992,0.2982857,0.6926125,0.00009914952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003385226,0.04622095,0.004492696,0.9023843,0.01163575,0.00002514012,0.0003215527,0.0003093253,0.03122501],"genre_scores_gemma":[0.1941997,0.05662635,0.003432093,0.6798475,0.04289405,0.0002186185,0.000479847,0.001025243,0.02127667],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03719666,"threshold_uncertainty_score":0.196717,"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."}}