{"id":"W7117696220","doi":"10.2139/ssrn.5988035","title":"Loss, Leisure, and Liquor: Intoxicant Consumption During Climate Distress","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Coping (psychology); Consumption (sociology); Scarcity; Agriculture; Psychological resilience; Climate change; Survey data collection; Distress; Shrike","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0002663397,0.000215554,0.0002962504,0.0003924202,0.0005178008,0.001122656,0.000279469,0.0009360143,0.007321202],"category_scores_gemma":[0.003129183,0.0001667507,0.0002451128,0.0008413486,0.000361037,0.0006891316,0.0009081348,0.0007475291,0.0006682816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003180766,"about_ca_system_score_gemma":0.0002557451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02407147,"about_ca_topic_score_gemma":0.03724177,"domain_scores_codex":[0.9998906,0.0000263555,0.000007356382,0.00001873557,0.00001472654,0.00004211942],"domain_scores_gemma":[0.9984768,0.0003254578,0.0006058045,0.00007189919,0.00008673278,0.0004332608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00143206,0.0003461721,0.9885176,0.00003299626,0.0001002991,0.0002381881,0.001712203,0.0003938217,0.0007876595,0.0001622054,0.0005401563,0.00573651],"study_design_scores_gemma":[0.000003441937,0.00005959554,0.9981681,0.000005206065,0.00001385985,0.00002749628,0.00121783,0.0001844983,0.00004133732,0.0001135601,0.0001599305,0.000005017789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987608,0.0001053934,0.00002224396,0.0001502551,0.00000414737,0.000002784981,0.000285476,0.000002080643,0.0006667583],"genre_scores_gemma":[0.9988236,0.0001302668,0.00002051708,0.00002297638,0.00001070389,0.000004287448,0.0002833347,0.000001784978,0.0007024836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02407147,"threshold_uncertainty_score":0.04786277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008166474483668177,"score_gpt":0.2362933527095931,"score_spread":0.228126878225925,"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."}}