{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005793315,0.0004402652,0.001147039,0.0002313971,0.0002309185,0.000255031,0.0007483246,0.0002001609,0.00005180188],"category_scores_gemma":[0.00006678495,0.0002882197,0.0005947058,0.0003678404,0.00004595068,0.00008861342,0.0001253407,0.0005220737,0.0003465666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003763635,"about_ca_system_score_gemma":0.0002199116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004157293,"about_ca_topic_score_gemma":0.00001492664,"domain_scores_codex":[0.9973544,0.000178234,0.0006285813,0.0005396928,0.0008723271,0.0004267778],"domain_scores_gemma":[0.9982864,0.0001954408,0.0006314485,0.0006055871,0.0001550142,0.0001261177],"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":[0.000009738814,0.00005195271,0.00001168447,0.005410667,0.0008367708,0.000009613691,0.00005475927,1.647681e-7,3.994458e-8,0.001584754,0.7207194,0.2713104],"study_design_scores_gemma":[0.0004041388,0.00005482047,0.00002675688,0.007012429,0.0002682674,0.000006466147,0.0006739682,0.00006255013,2.358575e-8,0.0000484122,0.991208,0.0002341465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.891225e-7,0.9652458,0.0002619298,0.02202586,0.008050229,0.001924281,0.0003987325,0.0001991386,0.001893097],"genre_scores_gemma":[0.000006419299,0.9350096,0.00004453809,0.00115058,0.005172276,0.0004377529,0.001915587,0.0001011992,0.05616204],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2710763,"threshold_uncertainty_score":0.999957,"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."}}