{"id":"W7047259143","doi":"","title":"Factors that contributed to Ontario adults’ mental health during the first 16 months of the COVID-19 pandemic: a decision tree analysisNo Title","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Depression (economics); Psychological intervention; Pandemic; Anxiety; Suicide prevention; Occupational safety and health; Computer-assisted web interviewing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003414355,0.0001628037,0.0002070024,0.0001238501,0.0003808241,0.0001273871,0.0006212321,0.00006638531,0.0002723834],"category_scores_gemma":[0.00003096746,0.0001037772,0.0002072418,0.0005490429,0.00008734646,0.0003169213,0.000427918,0.000256679,0.0001633572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693881,"about_ca_system_score_gemma":0.00005877991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003232694,"about_ca_topic_score_gemma":0.1436941,"domain_scores_codex":[0.9986549,0.0001406941,0.0001819616,0.0003472435,0.0004256646,0.0002495614],"domain_scores_gemma":[0.9991797,0.0001151202,0.00009072664,0.0004060629,0.00000954593,0.0001989098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003100931,0.0000217018,0.9971412,0.00001784902,0.00005987586,0.00000638178,0.002152038,0.0001360374,0.0001129864,0.000001508051,0.00002726036,0.0002921773],"study_design_scores_gemma":[0.0002515952,0.00002733117,0.9638711,0.0001110395,0.00005100476,0.000003679419,0.0004361037,0.000001190587,0.0007805426,0.00001378689,0.03432157,0.0001310996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983162,0.00005328025,0.0001936965,0.0008450131,0.000197495,0.000184275,0.00006523005,0.00005786027,0.00008689427],"genre_scores_gemma":[0.9915885,0.00001681452,0.000004767241,0.0001689127,0.00001998017,6.965298e-7,0.0000117845,0.00001176804,0.008176735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1404614,"threshold_uncertainty_score":0.8719313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.104598738688321,"score_gpt":0.3208457453336054,"score_spread":0.2162470066452844,"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."}}