{"id":"W4321194355","doi":"10.1002/oto2.31","title":"Pharmaceutical Payments to Japanese Board‐Certified Head and Neck Surgeons Between 2016 and 2019","year":2023,"lang":"en","type":"article","venue":"OTO Open","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simon Fraser University","keywords":"Certification; Payment; Medicine; Interquartile range; Head and neck; Accounting; Board certification; Family medicine; Voting; Population; Business; Surgery; Finance; Management; Environmental health; Residency training; Law; Political science; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009537076,0.0002445821,0.0001829893,0.001596381,0.000289757,0.0007256382,0.0003619327,0.0003286501,0.001979721],"category_scores_gemma":[0.003921175,0.0002218445,0.0004405238,0.002125504,0.000218414,0.0006497647,0.0007606804,0.0005500643,0.0003032708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029533,"about_ca_system_score_gemma":0.001122136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02177502,"about_ca_topic_score_gemma":0.02490619,"domain_scores_codex":[0.9987714,0.0001605876,0.0002805417,0.0002128053,0.0003257358,0.0002489971],"domain_scores_gemma":[0.9927682,0.0003477033,0.005629058,0.0001151187,0.0006762072,0.0004636791],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003950725,0.00001182746,0.9962175,0.00003757486,0.00003196034,0.00006190576,0.00006733946,0.00002979105,0.00005631286,0.00003037732,0.0006973603,0.002718542],"study_design_scores_gemma":[0.000002538178,0.00001519161,0.9988845,0.00001952049,0.00001832696,0.0001395727,0.0002050223,0.0001319378,0.0000318992,0.000007877758,0.0005407513,0.000002865706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946372,0.001034578,0.0001283759,0.0002719371,0.00003662912,0.00001361112,0.002809003,0.000008053652,0.001060616],"genre_scores_gemma":[0.9956507,0.0007108411,0.0001444596,0.0001034982,0.00004639991,0.00001891983,0.002709288,0.000003051145,0.0006127699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9996713,"threshold_uncertainty_score":0.04329652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5366183306437724,"score_gpt":0.5873535844754808,"score_spread":0.0507352538317084,"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."}}