{"id":"W1853708018","doi":"10.1136/bmj.h5694","title":"A major failure of scientific governance","year":2015,"lang":"en","type":"editorial","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate governance; Political science; Engineering ethics; Business; Engineering; Finance","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003954252,0.0002362802,0.0007477237,0.00007340524,0.0003800815,0.00001269569,0.0004466734,0.002125203,0.0002818971],"category_scores_gemma":[0.002919586,0.0001951914,0.0001086297,0.000198011,0.0001001561,0.00006196622,0.0001867994,0.001913523,0.00087155],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003589896,"about_ca_system_score_gemma":0.007666188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002212319,"about_ca_topic_score_gemma":0.009542882,"domain_scores_codex":[0.995575,0.0007043895,0.001106899,0.0004837913,0.001560632,0.000569304],"domain_scores_gemma":[0.994954,0.0007474926,0.001306183,0.000920885,0.001833642,0.0002377436],"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":[0.00002363373,0.00001904103,0.0000499591,0.003526728,0.00002341106,0.000006904218,0.0017142,6.268463e-8,0.000006606092,0.0004209846,0.9937152,0.0004933248],"study_design_scores_gemma":[0.0005024736,0.00005783624,0.00006786143,0.002598626,0.00001615493,3.069557e-7,0.001473215,0.000001131973,0.000001287518,0.0001600856,0.9949431,0.0001779525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003200702,0.002538323,0.00000235759,0.006513511,0.9686289,0.001315837,0.001386066,0.00006059142,0.01923439],"genre_scores_gemma":[0.001729711,0.00008166619,0.0001366978,0.00003621728,0.9123921,0.0002852516,0.0002053601,0.00005780856,0.08507512],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06584074,"threshold_uncertainty_score":0.9999064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08778317067228442,"score_gpt":0.4643679497311119,"score_spread":0.3765847790588275,"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."}}