{"id":"W4414300682","doi":"10.12927/hcpol.2025.27620","title":"Virtual Care: Evidence from the Pandemic Regarding Changes in Access to Psychiatric Care in Canada","year":2025,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pandemic; Health care; Mental healthcare; Mental health care; Mental health; Coronavirus disease 2019 (COVID-19); Ideal (ethics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002197931,0.0001614247,0.0003443623,0.0005158858,0.0001103062,0.00001790814,0.0002526296,0.00007095473,0.00001788958],"category_scores_gemma":[0.000562103,0.000127209,0.00002429764,0.001888643,0.00001404361,0.00007787238,0.0001037835,0.0004116422,0.000002634857],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00391297,"about_ca_system_score_gemma":0.01037849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955248,"about_ca_topic_score_gemma":0.9994665,"domain_scores_codex":[0.9980845,0.0001841342,0.0004866581,0.0003597086,0.0003354989,0.0005494964],"domain_scores_gemma":[0.9987705,0.0004023568,0.00009138702,0.0003849763,0.0001362988,0.0002144717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001261294,0.000004042169,0.8083809,0.0003182462,0.000004599997,0.00001099502,0.006976114,0.000006505148,0.000008795551,0.00008852856,0.004707212,0.1793679],"study_design_scores_gemma":[0.00121309,0.0002273164,0.9584318,0.001193364,0.00001680696,0.000003297988,0.02538455,0.000009424592,0.00006195501,0.00004709722,0.0133162,0.00009506993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7291075,0.007626005,0.000009528013,0.2615471,0.0003985738,0.001117271,0.00005281976,0.00002361666,0.0001176299],"genre_scores_gemma":[0.9252939,0.001587285,0.00006068086,0.07211073,0.0006623852,0.0001873088,0.00006077745,0.00001422322,0.00002275727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1961864,"threshold_uncertainty_score":0.9999108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06547604120985077,"score_gpt":0.4335319346978507,"score_spread":0.3680558934879999,"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."}}