{"id":"W4406555837","doi":"10.51731/cjht.25.1061","title":"Virtual Mental Health Counselling","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; Applied psychology; Psychotherapist","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01031588,0.0005809341,0.001949602,0.002598274,0.0008573192,0.005196216,0.002129433,0.003230138,0.03424354],"category_scores_gemma":[0.07531789,0.0004708297,0.003777649,0.00194084,0.001051156,0.005569611,0.003501989,0.002729881,0.003004907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002971216,"about_ca_system_score_gemma":0.005899914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00339644,"about_ca_topic_score_gemma":0.005796247,"domain_scores_codex":[0.9874068,0.008291431,0.002003373,0.0004844602,0.00150753,0.0003064702],"domain_scores_gemma":[0.9695861,0.02269268,0.002982714,0.0009155502,0.003053811,0.000769029],"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":[0.0008465638,0.0001440174,0.001114623,0.2474515,0.001403469,0.0001806409,0.001671699,0.0001589696,0.0001763168,0.005607278,0.06091116,0.6803338],"study_design_scores_gemma":[0.001592629,0.0004936384,0.003871264,0.531724,0.00415184,0.0011326,0.003276078,0.0001608507,0.0003306643,0.005516819,0.44765,0.0000995542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.004891054,0.9238988,0.001887168,0.02719205,0.007057983,0.001447902,0.00162792,0.0001773883,0.03181981],"genre_scores_gemma":[0.1093858,0.8134046,0.01082926,0.04948552,0.004809322,0.003506704,0.00125618,0.00009674812,0.007225943],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03424354,"threshold_uncertainty_score":0.1145561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241794645001042,"score_gpt":0.3764964738512954,"score_spread":0.344078527401285,"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."}}