{"id":"W4283711058","doi":"10.3389/fpsyt.2022.871119","title":"COVID-19 Pandemic: The Impact of COVID-19 on Mental Health and Life Habits in the Canadian Population","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Mental health; Anxiety; Depression (economics); Distress; Medicine; Psychiatry; Population; Suicidal ideation; Epidemiology; Pandemic; Clinical psychology; Demography; Psychology; Coronavirus disease 2019 (COVID-19); Suicide prevention; Poison control; Environmental health; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0005721137,0.0003381132,0.0002427739,0.001264275,0.003103883,0.000970538,0.000739146,0.0004425349,0.002904882],"category_scores_gemma":[0.001678868,0.0001792916,0.0005051218,0.002396483,0.0006218158,0.0004592365,0.001063747,0.0008357128,0.0002040793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01516967,"about_ca_system_score_gemma":0.02252447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9877977,"about_ca_topic_score_gemma":0.9919766,"domain_scores_codex":[0.9994454,0.00004095625,0.00002187439,0.00005992335,0.0001696879,0.0002621091],"domain_scores_gemma":[0.9990801,0.00003958368,0.0001936126,0.00002834903,0.0003639679,0.0002943132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005831838,0.00005224202,0.9863268,0.00007867815,0.00003075435,0.0001163517,0.001388554,0.00003947936,0.0001542384,0.0001149991,0.002223806,0.009415828],"study_design_scores_gemma":[0.000002222988,0.00002146229,0.9955595,0.00003825801,0.00001069377,0.00004866895,0.003023647,0.00005356557,0.00002789606,0.00001358845,0.001192055,0.000008534384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861012,0.001511288,0.00009621113,0.001655972,0.00004999023,0.0001130869,0.004584108,0.00001069535,0.005877484],"genre_scores_gemma":[0.9955629,0.001096273,0.0002166465,0.000376882,0.00002463316,0.00003519947,0.001601332,0.000003953175,0.001082158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01516967,"threshold_uncertainty_score":0.1100641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05404561861106993,"score_gpt":0.4135243144291992,"score_spread":0.3594786958181293,"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."}}