{"id":"W3172416135","doi":"10.1177/07067437211025217","title":"Assessment of Psychological Distress in Health-care Workers during and after the First Wave of COVID-19: A Canadian Longitudinal Study: Évaluation de la Détresse Psychologique Chez Les Travailleurs de la Santé Durant et Après la Première Vague de la COVID-19: une étude longitudinale canadienne","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut universitaire en santé mentale de Montréal; Centre Hospitalier de l’Université de Montréal; Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Anxiety; Mental health; Psychology; Psychiatry; Longitudinal study; Clinical psychology; Context (archaeology); Population; Distress; Depression (economics); General Health Questionnaire; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002003519,0.0004869305,0.0004784806,0.001801004,0.003100419,0.001374395,0.001271918,0.0008919226,0.001167438],"category_scores_gemma":[0.003628481,0.0004763088,0.0008992128,0.002877155,0.0007143578,0.0007222917,0.001610779,0.001552745,0.0002024975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261738,"about_ca_system_score_gemma":0.01578919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9462816,"about_ca_topic_score_gemma":0.9555947,"domain_scores_codex":[0.9989234,0.0001025446,0.00006507138,0.0001416447,0.0003649597,0.0004024371],"domain_scores_gemma":[0.9977888,0.0001035724,0.0004855393,0.00007242215,0.001022143,0.0005275463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000574998,0.00007249611,0.9940204,0.00004404423,0.00004353491,0.00005096421,0.001914416,0.00003915492,0.0001489616,0.00002990915,0.0003192193,0.003259296],"study_design_scores_gemma":[0.000002363219,0.00002629977,0.9985188,0.0000209419,0.000008159396,0.00001410703,0.001146548,0.00003747188,0.00002111624,0.000004218864,0.0001945749,0.000005347333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950925,0.0007953215,0.0001709033,0.0002269419,0.00001703316,0.0001968564,0.002776678,0.000005546258,0.0007181873],"genre_scores_gemma":[0.9940616,0.0008721306,0.0004711763,0.0001655926,0.00001289599,0.0002157281,0.003245161,0.000003812579,0.0009517964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05371845,"threshold_uncertainty_score":0.1080695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05456438215944473,"score_gpt":0.4115904514869666,"score_spread":0.3570260693275219,"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."}}