{"id":"W4404293089","doi":"10.36834/cmej.78344","title":"Virtual patients with substance use disorders in healthcare professional education: a scoping review","year":2024,"lang":"en","type":"review","venue":"Canadian Medical Education Journal","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Calgary; University of Lethbridge; Université de Sherbrooke","funders":"","keywords":"Health professionals; Psychological intervention; Medical education; Health care; Diversity (politics); Best practice; Professional development; Variety (cybernetics); Substance use; Inclusion (mineral); Medicine; Psychology; Nursing; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00496505,0.001009174,0.002640765,0.007031708,0.0005767989,0.002330551,0.001537459,0.001830105,0.004367192],"category_scores_gemma":[0.01954783,0.0006469212,0.002429485,0.007557212,0.0007195477,0.00174274,0.001575153,0.001029949,0.0004620058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914738,"about_ca_system_score_gemma":0.00778882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008348476,"about_ca_topic_score_gemma":0.01340717,"domain_scores_codex":[0.9971879,0.001171679,0.0007508431,0.0001539448,0.0006357508,0.00009996424],"domain_scores_gemma":[0.9855151,0.01204289,0.00119522,0.0001499465,0.0009298302,0.0001669426],"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":[0.0001117545,0.00006474974,0.0005155063,0.5194129,0.001125846,0.0001178458,0.0003833527,0.0003034906,0.0001280039,0.000772731,0.005974739,0.471089],"study_design_scores_gemma":[0.00005922253,0.0001340759,0.002026855,0.889457,0.004744901,0.000600717,0.0005471268,0.0001669788,0.0001780089,0.0004791586,0.101577,0.0000289983],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002257192,0.9990435,0.00007236221,0.0001261918,0.00007013078,0.00005299871,0.00002741836,0.000003286805,0.000378349],"genre_scores_gemma":[0.002093307,0.9974595,0.0001951164,0.00007701816,0.00002860408,0.00005923072,0.00003238746,0.000001143598,0.00005380268],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008348476,"threshold_uncertainty_score":0.02625799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04368425563061109,"score_gpt":0.4345918062617186,"score_spread":0.3909075506311075,"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."}}