{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003297946,0.0001789782,0.000633073,0.0006375912,0.00004744686,0.00001392181,0.0001762051,0.00009669781,0.00002359483],"category_scores_gemma":[0.00004486801,0.0001623506,0.0001332051,0.0008269335,0.00004085565,0.00006052367,0.00002812997,0.0001948229,0.0001141496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006651286,"about_ca_system_score_gemma":0.002053556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01278416,"about_ca_topic_score_gemma":0.006451358,"domain_scores_codex":[0.9978505,0.00008342339,0.0005890548,0.0002370509,0.0007330645,0.0005069473],"domain_scores_gemma":[0.9987444,0.00004240165,0.0001158481,0.0003642497,0.00008106278,0.0006519906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001395277,0.004835473,0.597474,0.1009268,0.006527909,0.01561103,0.007500626,0.001223019,0.03373403,0.008672113,0.1434539,0.07990159],"study_design_scores_gemma":[0.002549301,0.0002074847,0.9699371,0.01816308,0.0001887935,0.000003914838,0.001700908,0.005859949,0.0001869111,0.0002829094,0.0006605457,0.0002590256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735916,0.001689697,0.00001051399,0.0009898749,0.0003394623,0.001092746,0.00006919236,0.00004229439,0.02217459],"genre_scores_gemma":[0.9850988,0.0004321473,0.0001212654,0.01361913,0.0001167329,0.0001399221,0.0001351551,0.00004136316,0.0002954656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3724632,"threshold_uncertainty_score":0.9937898,"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."}}