{"id":"W4384277475","doi":"10.1177/07067437231187462","title":"A Rapid Access Brief Psychotherapy Intervention to Respond to Healthcare Workers in Ontario Whose Mental Health was Negatively Impacted During the COVID-19 Pandemic: Une brève intervention de psychothérapie à accès rapide pour répondre aux travailleurs de la santé de l'Ontario dont la santé mentale a été affectée négativement pendant la pandémie de COVID-19","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Royal Ottawa Mental Health Centre; University of Ottawa; St. Joseph’s Healthcare Hamilton; University of Toronto; Centre for Addiction and Mental Health","funders":"Government of Ontario","keywords":"Mental health; Anxiety; Psychological intervention; Medicine; Coping (psychology); Health care; Distress; Psychiatry; Population; Pandemic; Social support; Depression (economics); Intervention (counseling); Clinical psychology; Psychology; Disease; Coronavirus disease 2019 (COVID-19); Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005605139,0.0003299715,0.0003031913,0.0002330774,0.001860619,0.0003134589,0.0009770646,0.0006408011,0.005111856],"category_scores_gemma":[0.001549451,0.0002019836,0.0003957568,0.0002175637,0.0004381161,0.0002243428,0.001030495,0.0007295325,0.0001977082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005834866,"about_ca_system_score_gemma":0.01388757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2706522,"about_ca_topic_score_gemma":0.6507199,"domain_scores_codex":[0.9996262,0.0001074799,0.00001653143,0.00004115937,0.00007333324,0.0001353295],"domain_scores_gemma":[0.9993051,0.00007335599,0.00009882186,0.00002031309,0.00005073435,0.0004515805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01271068,0.04929923,0.03479797,0.003014058,0.0003539713,0.001161827,0.0221928,0.001629469,0.01634538,0.000597503,0.02312711,0.83477],"study_design_scores_gemma":[0.03540422,0.04617109,0.8492288,0.001590493,0.0007497329,0.0003495708,0.01758963,0.003934484,0.002403834,0.0006923644,0.04174522,0.0001405393],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870048,0.0007889127,0.0007373682,0.002857185,0.0001167119,0.003246523,0.0001397269,0.00009254664,0.005016275],"genre_scores_gemma":[0.9837154,0.001192894,0.006161795,0.00128779,0.00008270286,0.003714551,0.0001433365,0.000006008878,0.003695628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7293478,"threshold_uncertainty_score":0.5381536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06490187678823159,"score_gpt":0.4428600939908049,"score_spread":0.3779582172025734,"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."}}