{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001757116,0.0002110462,0.0002938807,0.0007999094,0.0005259256,0.001645717,0.0003742918,0.0007342187,0.007179083],"category_scores_gemma":[0.009111959,0.0001480677,0.0007794229,0.001269985,0.0009731492,0.001247841,0.001387095,0.001288133,0.00057778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006009318,"about_ca_system_score_gemma":0.0005611912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003960481,"about_ca_topic_score_gemma":0.004425904,"domain_scores_codex":[0.9991028,0.0004159257,0.00004450656,0.0001608052,0.0001215333,0.0001543994],"domain_scores_gemma":[0.9896703,0.004384805,0.003954731,0.0004932553,0.0006201247,0.0008768188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009286392,0.0001392203,0.9833,0.00009818529,0.0002386473,0.0001858052,0.001499706,0.001793754,0.0002952163,0.003166986,0.0007655438,0.008424027],"study_design_scores_gemma":[0.00000303366,0.00008196772,0.9903295,0.00007402285,0.00007432773,0.00006077246,0.002744053,0.001198364,0.0002873157,0.002870861,0.002253984,0.00002175618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908417,0.0005924583,0.0007890846,0.001228443,0.00002651547,0.00001357562,0.0005149844,0.00001096377,0.005982313],"genre_scores_gemma":[0.9991634,0.0001796922,0.0001182437,0.00005361418,0.00001058489,0.000009680117,0.00015337,0.000002632748,0.0003088942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007179083,"threshold_uncertainty_score":0.02401644,"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."}}