{"id":"W2889835492","doi":"10.1136/bmj.k3949","title":"Diagnosing opioid addiction in people with chronic pain","year":2018,"lang":"en","type":"editorial","venue":"BMJ","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia; British Columbia Centre on Substance Use","funders":"","keywords":"Addiction; Opioid addiction; Chronic pain; Opioid; Medicine; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01209833,0.002037908,0.002617787,0.004029799,0.002843507,0.005814111,0.002649094,0.01314278,0.006566308],"category_scores_gemma":[0.09113593,0.0009467973,0.002390458,0.001718644,0.003556557,0.005555012,0.002002258,0.02083503,0.004605323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003340026,"about_ca_system_score_gemma":0.005663937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003819774,"about_ca_topic_score_gemma":0.007683625,"domain_scores_codex":[0.9854197,0.004572182,0.002796624,0.0008006439,0.005980073,0.0004307611],"domain_scores_gemma":[0.9324962,0.04331334,0.002908244,0.0009751522,0.01691663,0.003390447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000348705,0.00001482652,0.0000989801,0.001597849,0.00003773205,0.0001747182,0.0001508663,0.00001689345,0.0000432806,0.0004268783,0.9760303,0.0213727],"study_design_scores_gemma":[0.0001013702,0.00006135368,0.000814405,0.006535371,0.0001508619,0.0008726144,0.0002778419,0.00008027436,0.00007428832,0.00184925,0.9891475,0.0000348906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006513791,0.04919536,0.0001127978,0.07829714,0.8705916,0.00003888909,0.00004550777,0.00003491462,0.001618711],"genre_scores_gemma":[0.0007775882,0.04420638,0.0002399187,0.0449751,0.9069298,0.00003991596,0.00003891419,0.00003160592,0.00276073],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01314278,"threshold_uncertainty_score":0.06398284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006324527890921036,"score_gpt":0.2800214878461472,"score_spread":0.2736969599552261,"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."}}