{"id":"W4282552554","doi":"10.1200/op.21.00756","title":"Industry Relationships With Medical Oncologists: Who Are the High-Payment Physicians?","year":2022,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Calgary; Queen's University","funders":"","keywords":"Payment; Specialty; Family medicine; Medicine; Quarter (Canadian coin); Conflict of interest; Actuarial science; Business; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.007799737,0.0003575705,0.0005654914,0.0001055716,0.003633843,0.00003542853,0.001040425,0.002462736,0.007795065],"category_scores_gemma":[0.003850858,0.0002723935,0.00009799158,0.0008419679,0.001001572,0.0004047556,0.0006311135,0.03442949,0.0002481796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299843,"about_ca_system_score_gemma":0.001561545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584514,"about_ca_topic_score_gemma":0.0002577184,"domain_scores_codex":[0.9850202,0.01178447,0.0006747529,0.0006427763,0.0009432936,0.0009345672],"domain_scores_gemma":[0.9840803,0.01361903,0.0008845439,0.0005066835,0.0002691096,0.000640315],"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":[0.01181737,0.0105593,0.09343273,0.0001216665,0.002061464,0.007747701,0.005601577,0.008679477,0.0001865921,0.07929318,0.676861,0.1036379],"study_design_scores_gemma":[0.002843385,0.001125332,0.009374006,0.00003100108,0.0005445229,0.001020495,0.01888727,0.0008040542,0.0002047901,0.0005204132,0.9643003,0.0003443752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.218399,0.0009646256,0.00007324885,0.7213719,0.003030819,0.001347631,0.0001720628,0.000264277,0.05437632],"genre_scores_gemma":[0.8441249,0.0003209322,0.000204142,0.1500838,0.001097317,0.0008508275,0.00005575426,0.00004179175,0.003220512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6257259,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4620377687162715,"score_gpt":0.5711652432790753,"score_spread":0.1091274745628038,"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."}}