{"id":"W4382927695","doi":"10.1192/bji.2023.12","title":"The opioid crisis fuelled by health systems: how will future physicians fare?","year":2023,"lang":"en","type":"review","venue":"BJPsych International","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Globe; Mandate; Negotiation; Addiction; Harm; Opioid; Medicine; Opioid epidemic; Heroin addiction; Psychiatry; Heroin; Public relations; Political science; Law","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":[0.001613426,0.0003891543,0.0008340219,0.001099084,0.0007488218,0.002067368,0.0006851468,0.002530403,0.002702581],"category_scores_gemma":[0.003711246,0.0001899842,0.0004301079,0.00147065,0.0008321247,0.00291994,0.0009093744,0.002933416,0.0008400196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343106,"about_ca_system_score_gemma":0.004251746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005439817,"about_ca_topic_score_gemma":0.01040618,"domain_scores_codex":[0.9994092,0.0002333763,0.00006220664,0.00004158448,0.0001740925,0.0000795676],"domain_scores_gemma":[0.9984591,0.0008678588,0.0001712059,0.00001995844,0.000339095,0.0001427923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007183375,0.00005135886,0.0005567984,0.02966526,0.0001599002,0.0003546828,0.001197706,0.000249099,0.0003064503,0.01069202,0.08460426,0.8720906],"study_design_scores_gemma":[0.00001914061,0.00008684624,0.00232354,0.03610328,0.0001178178,0.0009549166,0.002640933,0.00006223295,0.00008967125,0.004283488,0.9532903,0.0000278521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001720408,0.9897363,0.00003204197,0.008754029,0.0004737703,0.000002029819,0.000007019669,0.000002738005,0.0008199913],"genre_scores_gemma":[0.00177763,0.9953236,0.00008641683,0.002181914,0.0003577656,0.000003611686,0.000008640492,0.000001116301,0.0002593119],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005439817,"threshold_uncertainty_score":0.01081634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03757803185309715,"score_gpt":0.3642469219069605,"score_spread":0.3266688900538633,"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."}}