{"id":"W4328053772","doi":"10.46747/cfp.6903192","title":"Systematic assessment of opioid advertisements in general medical journals","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; McMaster University","funders":"","keywords":"Advertising; Medicine; Quality (philosophy); Opioid; Addiction; Content analysis; Opioid epidemic; Family medicine; Business; Psychiatry; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06593471,0.0008064935,0.002973975,0.07165144,0.001648812,0.003315499,0.001199163,0.001320412,0.002152957],"category_scores_gemma":[0.3448698,0.001145398,0.001739092,0.03890004,0.00188203,0.003423771,0.003142979,0.0006673918,0.0003021807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005835898,"about_ca_system_score_gemma":0.01515237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009682394,"about_ca_topic_score_gemma":0.02426243,"domain_scores_codex":[0.8723566,0.04052814,0.05479322,0.004637555,0.02645926,0.001225293],"domain_scores_gemma":[0.3486471,0.3948344,0.1717897,0.008650761,0.07284638,0.003231755],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002159543,0.0002496297,0.3760267,0.3510621,0.005448308,0.0009670831,0.02277011,0.0002117283,0.00381304,0.000868851,0.01340077,0.2230221],"study_design_scores_gemma":[0.0008949274,0.001517895,0.7209234,0.1769305,0.01081288,0.002563857,0.0173854,0.0007086713,0.001713491,0.000948762,0.06531119,0.0002890779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6125069,0.3195862,0.003410125,0.005219823,0.001250153,0.01577324,0.03069043,0.0002775769,0.01128551],"genre_scores_gemma":[0.8634906,0.08909314,0.01709131,0.003621218,0.001171082,0.01197958,0.01216275,0.0001026554,0.001287759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9340653,"threshold_uncertainty_score":0.3487002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119056660358093,"score_gpt":0.3157623420558814,"score_spread":0.2945717754523005,"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."}}