{"id":"W6923462753","doi":"10.14288/1.0445040","title":"Climate, marginalization, and mental health in Canada","year":2024,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Climate change; Work (physics); Psychological intervention; Economic Justice; Mental illness; Multivariate statistics; Effects of global warming","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":[0.0002797149,0.00001161915,0.00007512211,0.00002787576,0.0002283982,0.000057269,0.00008465581,0.00002512947,0.00007984017],"category_scores_gemma":[0.00002115874,0.00004289949,0.00001028089,0.0002882194,0.0001400611,0.0001310574,0.00003176888,0.00004605184,8.311908e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002942208,"about_ca_system_score_gemma":0.0009547604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9981164,"about_ca_topic_score_gemma":0.9999179,"domain_scores_codex":[0.9995507,0.00005965335,0.0000493028,0.0001233095,0.00009053836,0.0001264809],"domain_scores_gemma":[0.9998344,0.00003020224,0.00002364328,0.00004492843,0.00002451367,0.00004233593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[4.645346e-7,0.00001004736,0.08585899,0.00005490963,0.000003361905,0.00001272664,0.001787307,3.335626e-7,0.000001998776,0.0003917422,0.01544515,0.896433],"study_design_scores_gemma":[0.00007072787,0.000007173458,0.9253335,0.000105536,0.000001306816,0.000002817908,0.04557937,0.00003506924,4.356275e-8,0.0008532449,0.02796473,0.00004647292],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892883,0.001279832,0.00006334628,0.006818743,0.0001881942,0.0001105671,0.0000755119,0.00004520025,0.002130349],"genre_scores_gemma":[0.9946546,0.00399548,0.0009586189,0.00005840319,0.000007368021,1.5063e-7,0.000006078998,0.000002346036,0.0003169441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8963865,"threshold_uncertainty_score":0.1756677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099553438484517,"score_gpt":0.2419924921044425,"score_spread":0.2309969577195974,"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."}}