{"id":"W2563345040","doi":"10.1503/cmaj.160538","title":"Conflicts of interest and expertise of independent commenters in news stories about medical research","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conflict of interest; Psychology; Public relations; Medicine; Social psychology; Political science; 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03748488,0.0006272974,0.0005157792,0.005966909,0.001830338,0.003682711,0.001004545,0.001611079,0.003473382],"category_scores_gemma":[0.367956,0.0005507956,0.0007184799,0.002682635,0.002607076,0.004025834,0.00403351,0.001666332,0.0005359235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001864759,"about_ca_system_score_gemma":0.001385523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001987704,"about_ca_topic_score_gemma":0.002321593,"domain_scores_codex":[0.9404398,0.03945037,0.008242743,0.002307913,0.00773419,0.001825085],"domain_scores_gemma":[0.3017186,0.4447801,0.2177887,0.008184307,0.02205099,0.005477306],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001032176,0.0001128808,0.8102477,0.00144835,0.0003229388,0.001231157,0.1537485,0.00009909379,0.001325047,0.0004678097,0.004337975,0.02562645],"study_design_scores_gemma":[0.00006763668,0.0002742487,0.8236924,0.002504286,0.0002970913,0.003304827,0.1520291,0.0008915114,0.001567991,0.00119275,0.01398657,0.0001915608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861043,0.002324346,0.001198752,0.003253979,0.0002877313,0.0001682636,0.0006869711,0.0000215206,0.005954225],"genre_scores_gemma":[0.9963085,0.0007881692,0.0007894349,0.0006890142,0.0004313237,0.000180717,0.0003175169,0.00001644648,0.0004788557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9983889,"threshold_uncertainty_score":0.1982414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5142395455216502,"score_gpt":0.5698673626726989,"score_spread":0.0556278171510487,"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."}}