{"id":"W4206100752","doi":"10.1503/cmaj.1095981","title":"Focus on technology: surgical selfies, ransomware attacks, AI-assisted mental health care","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telemedicine; Mental health; Medicine; Coronavirus disease 2019 (COVID-19); Telepsychiatry; Focus (optics); Health care; Medical emergency; Computer science; Psychiatry; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003038299,0.0009760179,0.001210054,0.001019632,0.001642913,0.001814348,0.0009660707,0.003329834,0.0472609],"category_scores_gemma":[0.01524344,0.0005451085,0.002442096,0.001411131,0.001320637,0.002656822,0.00220057,0.004904577,0.002063794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002441172,"about_ca_system_score_gemma":0.003602403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004894181,"about_ca_topic_score_gemma":0.01338026,"domain_scores_codex":[0.9967474,0.001746353,0.0003797198,0.0003652601,0.0004359741,0.0003253139],"domain_scores_gemma":[0.9932746,0.004052834,0.000848131,0.0001653013,0.0003191089,0.001340045],"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":[0.0672355,0.02458896,0.008500438,0.03089839,0.00520398,0.0002475691,0.001080119,0.000530873,0.001329007,0.005991491,0.02720087,0.8271927],"study_design_scores_gemma":[0.3442772,0.1919935,0.1291344,0.05487822,0.02386336,0.001009795,0.006637474,0.002362229,0.004575458,0.02622879,0.2146598,0.0003799027],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6028725,0.226933,0.004888136,0.05253977,0.01592864,0.0115468,0.002290134,0.0003814794,0.08261964],"genre_scores_gemma":[0.8746865,0.0588049,0.005843186,0.03467991,0.006090633,0.009244188,0.0006762215,0.00006409683,0.009910243],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0472609,"threshold_uncertainty_score":0.1581035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264439010177619,"score_gpt":0.3395139341990046,"score_spread":0.3268695440972284,"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."}}