{"id":"W4380368925","doi":"10.1016/j.ssmph.2023.101452","title":"Inflation hardship, gender, and mental health","year":2023,"lang":"en","type":"article","venue":"SSM - Population Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Public Health Ontario; York University","funders":"Canadian Institutes of Health Research","keywords":"Inflation (cosmology); Economics; Distress; Construct (python library); Mental health; Demographic economics; Psychology; Clinical psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00138994,0.0001509987,0.0003045093,0.0002131715,0.002475437,0.00001022851,0.00005218803,0.00008840315,0.0001296172],"category_scores_gemma":[0.00006432207,0.000142765,0.00003485541,0.0003848497,0.00002468487,0.0001792359,0.00009342915,0.0002698782,0.0002389304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003409536,"about_ca_system_score_gemma":0.0002103577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002061291,"about_ca_topic_score_gemma":0.0008885767,"domain_scores_codex":[0.9975413,0.0005156511,0.0007006344,0.0002955331,0.0003047005,0.000642202],"domain_scores_gemma":[0.9990745,0.0001130679,0.0003617308,0.0001769056,0.00005157093,0.0002222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002001391,0.00001376137,0.8446904,0.0004334025,0.00001500412,2.636162e-7,0.02119089,0.000006819327,0.000003456511,0.01396068,0.1100919,0.009573385],"study_design_scores_gemma":[0.0006218973,0.00008393787,0.9587548,0.00009794622,0.000002106053,4.316463e-7,0.005144165,0.0002674893,1.788751e-7,0.004319446,0.03059493,0.0001126109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9050122,0.001549578,0.000105126,0.08483337,0.001962589,0.002657125,0.0001146282,0.00102183,0.002743486],"genre_scores_gemma":[0.9884389,0.001684508,0.0001614474,0.006069929,0.0003724178,0.0000885701,0.001120649,0.00003391367,0.002029681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1140644,"threshold_uncertainty_score":0.9988232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404877896187538,"score_gpt":0.4794564280406395,"score_spread":0.3389686384218857,"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."}}