{"id":"W4383760413","doi":"10.1371/journal.pone.0288349","title":"Intellectual conflicts of interest among cardiology and pulmonology clinical practice guidelines","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pulmonology; Medicine; Internal medicine; Clinical Practice; Cardiology; Conflict of interest; MEDLINE; Medical physics; Intensive care medicine; Family medicine; Biology; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.09575611,0.0004002925,0.0007132578,0.01154172,0.001355188,0.003202302,0.002051786,0.00182596,0.003370094],"category_scores_gemma":[0.5138838,0.0004103641,0.0005922706,0.01219721,0.003405026,0.002939041,0.004171337,0.001929649,0.0004636266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00333013,"about_ca_system_score_gemma":0.01367157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002315918,"about_ca_topic_score_gemma":0.002706193,"domain_scores_codex":[0.7269194,0.1263958,0.07881825,0.0111909,0.05339065,0.003284907],"domain_scores_gemma":[0.2026351,0.3990154,0.3079154,0.0181935,0.0610394,0.01120112],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000219486,0.0001240081,0.7606823,0.0123101,0.0006468123,0.001668711,0.00760011,0.0003134019,0.0004668715,0.007160557,0.02686232,0.1819454],"study_design_scores_gemma":[0.0004869529,0.0007105728,0.6110628,0.05176017,0.001541607,0.0201304,0.02051225,0.004170879,0.00302567,0.04102804,0.245291,0.0002796122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5371408,0.1732992,0.03370303,0.1573882,0.004943131,0.005820782,0.01492755,0.000309057,0.0724682],"genre_scores_gemma":[0.9549869,0.01351289,0.0182313,0.007390765,0.001392083,0.001501793,0.002010052,0.00005968055,0.0009145112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998174,"threshold_uncertainty_score":0.5064127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9060179693876776,"score_gpt":0.6382836679386534,"score_spread":0.2677343014490242,"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."}}