{"id":"W4414918619","doi":"10.1111/polp.70075","title":"Does Frontier Technology Readiness Affect Vulnerability to Climate Change?","year":2025,"lang":"en","type":"article","venue":"Politics &amp Policy","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Endogeneity; Vulnerability (computing); Instrumental variable; Climate change; Frontier; Sample (material); Panel data; Control (management)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005229128,0.0003266791,0.0006918072,0.001442558,0.0001974415,0.0000753452,0.0005609756,0.0002930725,0.0001698631],"category_scores_gemma":[0.0005971649,0.0003213965,0.0001476469,0.0006581023,0.0002100236,0.000178458,0.0004399625,0.0002489717,0.001482671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008277501,"about_ca_system_score_gemma":0.00004024731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002176548,"about_ca_topic_score_gemma":0.000240949,"domain_scores_codex":[0.9972565,0.0000330952,0.0007686291,0.0008341403,0.00003365397,0.001074006],"domain_scores_gemma":[0.9981903,0.00008437139,0.0002395205,0.001246888,0.00002174712,0.0002171936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005221043,0.0000803201,0.2052414,0.00005866219,0.00004305823,8.135389e-7,0.0001603462,0.00002482179,0.00002631716,0.7926927,0.0008491234,0.0008172319],"study_design_scores_gemma":[0.0005457269,0.00004501522,0.1442367,0.00003818966,0.00001254326,0.00000229954,0.00006180727,0.000117694,0.0009242689,0.5451456,0.3083281,0.0005420331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8454278,0.0005604377,0.003501093,0.04154405,0.001805611,0.0008076092,0.001116341,0.0003037397,0.1049333],"genre_scores_gemma":[0.9847091,0.0002814574,0.001904069,0.004368442,0.0007006994,0.000329207,0.00002911426,0.00005841781,0.007619441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.307479,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578552942641632,"score_gpt":0.2731580765699334,"score_spread":0.2473725471435171,"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."}}