{"id":"W4311392361","doi":"10.1186/s12889-022-14798-y","title":"Emotional response patterns, mental health, and structural vulnerability during the COVID-19 pandemic in Canada: a latent class analysis","year":2022,"lang":"en","type":"article","venue":"BMC Public Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership; Centre for Advancing Health Outcomes; University of British Columbia Hospital; St. Paul's Hospital; University of British Columbia","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; Social Sciences and Humanities Research Council of Canada; University of British Columbia; Canadian Mental Health Association; Michael Smith Health Research BC","keywords":"Mental health; Latent class model; Hopefulness; Biostatistics; Worry; Suicidal ideation; Clinical psychology; Medicine; Population; Loneliness; Psychology; Public health; Psychiatry; Poison control; Suicide prevention; Anxiety; Environmental health","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":[0.005335008,0.0008681125,0.000852505,0.002619796,0.004679021,0.00349795,0.002001251,0.0009169094,0.004608041],"category_scores_gemma":[0.009780385,0.0005197907,0.002621997,0.004415174,0.002030382,0.0009817868,0.003017077,0.00202851,0.0003698388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02126928,"about_ca_system_score_gemma":0.02940283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9521561,"about_ca_topic_score_gemma":0.9194978,"domain_scores_codex":[0.9966596,0.0008811735,0.0001787243,0.0004602805,0.0006861179,0.00113415],"domain_scores_gemma":[0.995101,0.001277752,0.0008319181,0.0005098671,0.001411375,0.0008680264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001244253,0.0001174417,0.9909445,0.00002519697,0.0001353994,0.00004030629,0.002566947,0.0007496061,0.00007279217,0.0005503763,0.001123403,0.003549524],"study_design_scores_gemma":[0.00003262543,0.00007520237,0.958648,0.0001240436,0.0001223452,0.00004827883,0.009771425,0.02868671,0.00008361618,0.0008725043,0.001487486,0.00004781307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934798,0.0001563054,0.001701703,0.0005667793,0.00002143548,0.000295613,0.002732454,0.00002551345,0.001020326],"genre_scores_gemma":[0.9946899,0.0001119402,0.001268398,0.00005599053,0.000008466247,0.0002048564,0.002871068,0.00001262376,0.0007768095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04784387,"threshold_uncertainty_score":0.1543201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027729007427691,"score_gpt":0.4055585949866132,"score_spread":0.3027856942438441,"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."}}