{"id":"W4385707187","doi":"10.26685/urncst.504","title":"Contextualizing Mental Health Comorbidities in SUD Patients Leading to Increased Risk of Overdose: A Systematic Literature Review","year":2023,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"University of Toronto","keywords":"Comorbidity; Medicine; Psychiatry; Coroner; Mental illness; Cannabis; Anxiety; MEDLINE; Mental health; Poison control; Injury prevention; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.005586618,0.0009932781,0.004073937,0.01478591,0.0007909287,0.002466169,0.001369264,0.001572394,0.003734015],"category_scores_gemma":[0.03453122,0.0007855585,0.006489533,0.01271039,0.000736364,0.002247748,0.001776441,0.001064291,0.0002168345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002976099,"about_ca_system_score_gemma":0.0151109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01238588,"about_ca_topic_score_gemma":0.0377594,"domain_scores_codex":[0.9944867,0.001669057,0.002316726,0.0004581344,0.0008860339,0.0001833087],"domain_scores_gemma":[0.9675741,0.02442813,0.005336072,0.0003575654,0.001988754,0.0003154788],"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":[0.0001001724,0.00002075408,0.005032799,0.9471393,0.0056767,0.0002213175,0.0005786769,0.0001203201,0.00009801501,0.0003271935,0.001711287,0.03897336],"study_design_scores_gemma":[0.00007184911,0.00008585397,0.01420567,0.9409131,0.02856402,0.0006247401,0.0007304847,0.00008140981,0.00007950341,0.0003489779,0.01425522,0.00003918914],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00326651,0.9941409,0.0001708799,0.0005331632,0.0001016459,0.0003785591,0.0009979717,0.000007198853,0.0004030657],"genre_scores_gemma":[0.02800443,0.9692533,0.0008492533,0.000579309,0.0001012978,0.0005176481,0.0006005435,0.000003943433,0.00009029247],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01478591,"threshold_uncertainty_score":0.02954525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05348939973042761,"score_gpt":0.4419682672442234,"score_spread":0.3884788675137958,"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."}}