{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.07437282,0.001031271,0.002201745,0.00217962,0.008795498,0.02226563,0.004445821,0.03493959,0.005348758],"category_scores_gemma":[0.2246778,0.001006432,0.001507012,0.001518139,0.03979072,0.01957852,0.008833133,0.05069111,0.003551434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01111887,"about_ca_system_score_gemma":0.02460957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847987,"about_ca_topic_score_gemma":0.003604456,"domain_scores_codex":[0.9000997,0.04056488,0.006421738,0.008334498,0.03859121,0.005988033],"domain_scores_gemma":[0.747504,0.1487589,0.01482074,0.02732627,0.03713608,0.02445392],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002964141,0.00002580371,0.0001781324,0.0004674303,0.00006171169,0.0002579642,0.001991582,0.00009090654,0.00008104325,0.09890038,0.8748671,0.02304836],"study_design_scores_gemma":[0.00005713731,0.0000378175,0.0003056697,0.001280037,0.00002446138,0.0002749109,0.001316277,0.0001929915,0.0001235285,0.1140637,0.8822805,0.00004303833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002907791,0.008079248,0.0005644927,0.9162486,0.07083416,0.00001216878,0.0000115227,0.00005929684,0.00389974],"genre_scores_gemma":[0.03776201,0.01126503,0.001372381,0.7387789,0.2015021,0.0001064995,0.00003545193,0.0002054696,0.008972133],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9650604,"threshold_uncertainty_score":0.3933257,"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."}}