{"id":"W4386239544","doi":"10.2139/ssrn.4535196","title":"Adverse Selection and Climate Risk: A Response to Ouazad and Kahn (2022)","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Selection (genetic algorithm); Adverse selection; Economics; Computer science; Actuarial science; Artificial intelligence","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":[0.001953958,0.000189421,0.0002045471,0.0004236502,0.0008749594,0.001433819,0.0004001765,0.00141126,0.006856056],"category_scores_gemma":[0.009831076,0.000100328,0.0002594972,0.0006000775,0.001132745,0.0007342639,0.001290715,0.001280849,0.0003619222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008489584,"about_ca_system_score_gemma":0.0007055356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006482494,"about_ca_topic_score_gemma":0.008963312,"domain_scores_codex":[0.9995837,0.000195508,0.00001505304,0.00007490011,0.00008545113,0.0000454615],"domain_scores_gemma":[0.99642,0.001884093,0.0005651637,0.0001810699,0.0005844819,0.0003651063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002331197,0.0005258692,0.4124182,0.0002782786,0.000348403,0.001451347,0.007977949,0.01377779,0.006347093,0.2231211,0.07795329,0.2534695],"study_design_scores_gemma":[0.0001030789,0.0002432443,0.6198725,0.0001017547,0.0001621236,0.0006448207,0.007223975,0.01230281,0.001571621,0.2632505,0.09439582,0.0001276791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8047909,0.002994514,0.008384078,0.1046645,0.0008925293,0.00005272423,0.0004904015,0.00007561528,0.0776547],"genre_scores_gemma":[0.9885262,0.0005903144,0.001061181,0.004075808,0.0002327153,0.00001827773,0.00005389767,0.00001054167,0.005430989],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006856056,"threshold_uncertainty_score":0.02293581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002280335174542237,"score_gpt":0.2084803799899009,"score_spread":0.2062000448153586,"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."}}