{"id":"W1599017113","doi":"","title":"The Physician Sunshine Act and the limits of transparency","year":2014,"lang":"en","type":"article","venue":"Open medicine","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Transparency (behavior); Family medicine; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04620182,0.0004854489,0.0007904292,0.001256476,0.008045063,0.0120622,0.001664704,0.03058614,0.003691425],"category_scores_gemma":[0.1609302,0.0006397213,0.001031024,0.001337423,0.02470379,0.01056284,0.006027629,0.03228557,0.0007750855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006401573,"about_ca_system_score_gemma":0.02084046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112961,"about_ca_topic_score_gemma":0.0134723,"domain_scores_codex":[0.9322328,0.03027923,0.003514918,0.003622002,0.02596095,0.004390113],"domain_scores_gemma":[0.7782834,0.1806744,0.015055,0.008818945,0.01151586,0.00565241],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007351991,0.00004026726,0.001163412,0.00009303329,0.00002058352,0.0004075553,0.002733033,0.000425558,0.0003631724,0.9225467,0.05544224,0.01669096],"study_design_scores_gemma":[0.0001296144,0.0001848567,0.003224049,0.001256484,0.00003764369,0.000635233,0.001822263,0.0009178651,0.001026603,0.3783188,0.6123098,0.0001369321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01079637,0.0126483,0.004157051,0.8634358,0.004025471,0.00003282218,0.00004978754,0.00006564038,0.1047887],"genre_scores_gemma":[0.4232546,0.006115198,0.005519162,0.53373,0.00880311,0.0001280025,0.00003288955,0.00008654637,0.02233049],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9537982,"threshold_uncertainty_score":0.2443414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5065614115345345,"score_gpt":0.5867587684265204,"score_spread":0.08019735689198593,"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."}}