{"id":"W4283155773","doi":"10.3390/su14127411","title":"When Are Loss Frames More Effective in Climate Change Communication? An Application of Fear Appeal Theory","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Fear appeal; Framing (construction); Appeal; Social psychology; Psychology; Framing effect; Political science; Persuasion; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.004455779,0.00009339136,0.0001839521,0.0001162083,0.0008428192,0.00002363212,0.0006456983,0.00007667947,0.0003708504],"category_scores_gemma":[0.0004680499,0.0001066827,0.00005839574,0.0004371995,0.0005726811,0.0002824554,0.0004263519,0.0003044274,0.000002628633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329283,"about_ca_system_score_gemma":0.00009273235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006368786,"about_ca_topic_score_gemma":0.007715159,"domain_scores_codex":[0.9956411,0.003319924,0.0002493522,0.0002437302,0.0002869138,0.0002589638],"domain_scores_gemma":[0.9979866,0.0003953992,0.0002186157,0.0009450003,0.0003902319,0.00006413247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001958538,0.0006934569,0.493992,0.0001572617,0.000005101,7.030391e-7,0.297479,0.0000462263,0.000009500623,0.1206934,0.00002801103,0.08669954],"study_design_scores_gemma":[0.0002578461,0.00005747467,0.5628009,0.00001021333,0.00000741971,2.973362e-7,0.3099882,0.0002897089,0.000002830585,0.1178459,0.008614315,0.0001248496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839112,0.0003102534,0.00007907131,0.01171032,0.00003738523,0.002214437,0.0001098266,0.0000890403,0.00153846],"genre_scores_gemma":[0.9975985,0.0003438655,0.00007131054,0.0002164219,0.00003501474,0.00154511,0.0001533113,0.00001078795,0.00002572192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08657469,"threshold_uncertainty_score":0.9627742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09664216101374268,"score_gpt":0.4269312801405891,"score_spread":0.3302891191268464,"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."}}