{"id":"W3002125664","doi":"10.1080/09644016.2019.1708538","title":"Climate change risk perceptions and the problem of scale: evidence from cross-national survey experiments","year":2020,"lang":"en","type":"article","venue":"Environmental Politics","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Norges Forskningsråd","keywords":"Climate change; Optimism; Optimism bias; Survey data collection; Perception; Scale (ratio); Empirical evidence; Geography; Survey research; Confounding; Psychology; Demographic economics; Social psychology; Economics; Applied psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1197643,0.0006039715,0.0013294,0.001081878,0.001497117,0.003386465,0.002171398,0.001848138,0.007691857],"category_scores_gemma":[0.343225,0.0006994291,0.001372541,0.001805395,0.005160078,0.004540487,0.003677118,0.002090312,0.000868698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008913072,"about_ca_system_score_gemma":0.0008066114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0032874,"about_ca_topic_score_gemma":0.002725326,"domain_scores_codex":[0.8966991,0.08358293,0.004315736,0.005700834,0.008872386,0.0008288903],"domain_scores_gemma":[0.2446216,0.6403683,0.04792093,0.05344133,0.01184773,0.001800092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01405232,0.01043718,0.7272744,0.003267143,0.006057553,0.0004325787,0.0524203,0.005361423,0.007133725,0.02340324,0.004360083,0.1458001],"study_design_scores_gemma":[0.001682117,0.01199563,0.9002801,0.001341418,0.002613302,0.0005489559,0.02100489,0.01240703,0.005103462,0.0260624,0.01646801,0.000492651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693154,0.001362988,0.01133588,0.001025029,0.0001617826,0.0004681211,0.0003945038,0.00003565584,0.0159007],"genre_scores_gemma":[0.993103,0.0005521209,0.004170118,0.0005585082,0.00007102539,0.0005512534,0.0003210787,0.00002792528,0.000644861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1197643,"threshold_uncertainty_score":0.6333818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4462663046398081,"score_gpt":0.4481728890435411,"score_spread":0.00190658440373298,"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."}}