{"id":"W4392834210","doi":"10.3934/publichealth.2024012","title":"Relationships between employment status with self-perceived mental and physical health in Canada","year":2024,"lang":"en","type":"article","venue":"AIMS Public Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Laurentian University; University of Toronto; Western University","funders":"","keywords":"Mental health; Psychology; Physical health; Environmental health; Gerontology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001357995,0.000237529,0.0005225989,0.0001844822,0.001244475,0.00003197227,0.0000949988,0.00006093144,0.00003949686],"category_scores_gemma":[0.00004416231,0.0001843178,0.00002411888,0.000528416,0.00004885512,0.0002501505,0.0001129006,0.00109491,0.00002452179],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004557107,"about_ca_system_score_gemma":0.01518103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8535634,"about_ca_topic_score_gemma":0.9397154,"domain_scores_codex":[0.9960086,0.001105802,0.0006369699,0.000471514,0.0004020107,0.001375124],"domain_scores_gemma":[0.9981461,0.0006473389,0.0001362469,0.0002161445,0.00005268921,0.0008014741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007019588,0.00005303814,0.9040381,0.0003655919,0.00007762419,0.000004490683,0.04840998,4.552285e-7,3.571907e-7,0.002658468,0.03406851,0.01031638],"study_design_scores_gemma":[0.0006431416,0.0002455555,0.812001,0.0002776366,0.000006549483,0.00000100639,0.01281668,0.00009579285,9.672359e-8,0.0001873339,0.1735623,0.0001628671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7800689,0.00107975,0.00002195212,0.2162972,0.000276175,0.001144641,0.0001633092,0.0001870462,0.0007610698],"genre_scores_gemma":[0.9943271,0.0008426012,0.000134815,0.003695638,0.0002528288,0.0001622526,0.0001803675,0.00004392484,0.000360461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2142583,"threshold_uncertainty_score":0.9992642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09302548406891827,"score_gpt":0.3921258157847267,"score_spread":0.2991003317158084,"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."}}