{"id":"W2264005964","doi":"10.1136/bmj.i293","title":"Statutory regulation needed to expose and stop medical fraud","year":2016,"lang":"en","type":"editorial","venue":"BMJ","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misconduct; Government (linguistics); Scientific misconduct; Mistake; Research integrity; Malpractice; Statutory law; Political science; Psychology; Law; Medicine; Public relations; Alternative 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.07853209,0.0006917617,0.001060974,0.002729358,0.006809505,0.01888726,0.003910226,0.04542598,0.00783218],"category_scores_gemma":[0.2075068,0.001261017,0.002088653,0.001536982,0.01877594,0.01467869,0.009785627,0.04445849,0.004601445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007056435,"about_ca_system_score_gemma":0.0393023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010682,"about_ca_topic_score_gemma":0.00760261,"domain_scores_codex":[0.916341,0.03069961,0.006226879,0.005916234,0.0312914,0.009524834],"domain_scores_gemma":[0.8161472,0.1052774,0.01119043,0.02176604,0.03625314,0.009365783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004028937,0.0001715851,0.001475349,0.0001347267,0.00003689524,0.0002378668,0.003209497,0.0003896949,0.0007540241,0.7692711,0.1954537,0.0288252],"study_design_scores_gemma":[0.0001699047,0.0001606466,0.002011202,0.00254826,0.00008085265,0.0005893557,0.001770994,0.001464624,0.001298582,0.3053817,0.6843618,0.0001622089],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.006825728,0.004813618,0.02149239,0.8697392,0.0102835,0.0002349527,0.000162017,0.0005114456,0.08593722],"genre_scores_gemma":[0.1371852,0.00268671,0.01925528,0.8102362,0.007856343,0.0005641413,0.0002619208,0.0002736986,0.0216804],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.954574,"threshold_uncertainty_score":0.4153224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04395363689538502,"score_gpt":0.4874095838215168,"score_spread":0.4434559469261318,"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."}}