{"id":"W2002935412","doi":"10.1186/1472-6939-13-24","title":"Characteristics of physicians receiving large payments from pharmaceutical companies and the accuracy of their disclosures in publications: an observational study","year":2012,"lang":"en","type":"article","venue":"BMC Medical Ethics","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Payment; Conflict of interest; Quarter (Canadian coin); Pharmaceutical industry; Accounting; Family medicine; Observational study; Medicine; Business; Actuarial science; Finance; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009032013,0.0002078151,0.0005340868,0.00006702352,0.0002628328,0.00001636132,0.0005027383,0.0007346894,0.0007914146],"category_scores_gemma":[0.01414432,0.0001455048,0.00006974568,0.0002977455,0.001128602,0.0003208889,0.0002471808,0.003794343,0.000004312071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003357544,"about_ca_system_score_gemma":0.000934388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001557134,"about_ca_topic_score_gemma":0.0009537224,"domain_scores_codex":[0.9926761,0.004889772,0.00096104,0.0002589051,0.0007134608,0.0005006784],"domain_scores_gemma":[0.9670895,0.03161481,0.0003685273,0.0002747049,0.0002443356,0.0004081823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006434711,0.003409168,0.9486836,0.0003249601,0.000132205,0.000001347734,0.01776531,0.000005049979,0.0002387872,0.02473468,0.0001289018,0.003932501],"study_design_scores_gemma":[0.004681213,0.00007997559,0.9758918,0.0001889243,0.0001728941,0.000002743908,0.005198876,0.006318771,0.0006999141,0.001296765,0.00528602,0.0001820932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868498,0.0009812452,0.0002017706,0.0101625,0.0005337971,0.0006845662,0.000414452,0.00002920743,0.000142706],"genre_scores_gemma":[0.9917005,0.001724842,0.0001061254,0.005762629,0.000453574,0.00008800429,0.0001301511,0.00001587748,0.00001824088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0272082,"threshold_uncertainty_score":0.9985039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7272609879367672,"score_gpt":0.6086997838276265,"score_spread":0.1185612041091407,"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."}}