{"id":"W4410990569","doi":"10.2139/ssrn.5280618","title":"Policy Design or Public Discourse? Keys to Us Climate Policy Backing","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Public discourse; Climate policy; Public policy; Political science; Climate change; Environmental planning; Public administration; Business; Geography; Geology; Politics","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":[0.08202761,0.001000937,0.001829603,0.004700614,0.0092622,0.03587394,0.003423944,0.02061021,0.02422481],"category_scores_gemma":[0.1511401,0.001083525,0.001032307,0.004492714,0.0396193,0.04106624,0.01377477,0.02504337,0.002745006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01922551,"about_ca_system_score_gemma":0.03088548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01341568,"about_ca_topic_score_gemma":0.008920506,"domain_scores_codex":[0.9585369,0.02470177,0.001478672,0.003689819,0.007638722,0.003954066],"domain_scores_gemma":[0.7991629,0.1616504,0.005011718,0.01524777,0.01298875,0.005938443],"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":[0.00003015693,0.00004077144,0.0002475024,0.00008339765,0.00001478236,0.00002275106,0.002211036,0.0004972903,0.00008216837,0.9580164,0.02228502,0.01646881],"study_design_scores_gemma":[0.00001623113,0.000005562599,0.0001527062,0.0001645238,0.0000103439,0.000006148622,0.001107934,0.0005184871,0.0003079653,0.9411082,0.05658577,0.00001615079],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009096186,0.006263748,0.01632109,0.8195407,0.002884305,0.00005489797,0.0001892428,0.0002917125,0.1453581],"genre_scores_gemma":[0.8304939,0.006504605,0.01384521,0.1155351,0.00537197,0.0004504613,0.0002091877,0.0006292163,0.02696032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08202761,"threshold_uncertainty_score":0.4338086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791976972121349,"score_gpt":0.3257871669222571,"score_spread":0.3078673972010436,"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."}}