{"id":"W4288085783","doi":"10.1177/11782218221103581","title":"Problematic Opioid Use: A Scoping Literature Review of Profiles","year":2022,"lang":"en","type":"article","venue":"Substance Abuse Research and Treatment","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Sherbrooke","funders":"","keywords":"Psychological intervention; Psychology; Opioid; Medicine; Applied psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02214529,0.001917444,0.004742001,0.04603771,0.002538164,0.005993426,0.002300705,0.003206044,0.003774802],"category_scores_gemma":[0.08021475,0.001649337,0.004938833,0.03820798,0.00225832,0.006263824,0.004714969,0.002099587,0.0006478698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00735488,"about_ca_system_score_gemma":0.03261812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01286806,"about_ca_topic_score_gemma":0.02644353,"domain_scores_codex":[0.9820456,0.005063684,0.0084168,0.001014961,0.002922482,0.0005364609],"domain_scores_gemma":[0.9394795,0.04039596,0.008977665,0.001154182,0.009362081,0.0006305499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001181656,0.00004372811,0.0014674,0.7562721,0.00118608,0.0003890473,0.003494347,0.0002317368,0.000321488,0.00248312,0.007370022,0.2266229],"study_design_scores_gemma":[0.00001134512,0.00003587995,0.001519255,0.9647778,0.002107384,0.0003485804,0.001296528,0.00004691313,0.00009423513,0.0006674995,0.0290749,0.00001971499],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001237205,0.9942367,0.0006635321,0.001050537,0.0003330578,0.0007199753,0.0004531427,0.00001393656,0.00129185],"genre_scores_gemma":[0.006405826,0.9899942,0.001393786,0.0004503515,0.00009406198,0.001039785,0.0004202101,0.000009229946,0.0001924615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04603771,"threshold_uncertainty_score":0.1171169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06411372950876805,"score_gpt":0.3713188179516606,"score_spread":0.3072050884428926,"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."}}