{"id":"W4386047699","doi":"10.1177/1470594x231196432","title":"Collapse, social tipping dynamics, and framing climate change","year":2023,"lang":"en","type":"article","venue":"Politics Philosophy & Economics","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Karl-Franzens-Universität Graz; Social Sciences and Humanities Research Council of Canada; Utah State University","keywords":"Cognitive reframing; Climate change; Framing (construction); Economics; Renewable energy; Global warming; Political economy of climate change; Climate change mitigation; Natural resource economics; Social dynamics; Environmental ethics; Political economy; Political science; Sociology; Social science; Ecology; Geography; Social 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":[0.007381276,0.000710212,0.0003787276,0.002145067,0.006780773,0.006342379,0.001024971,0.004322908,0.005901595],"category_scores_gemma":[0.01071312,0.000294621,0.0004040052,0.001145896,0.04083133,0.01015194,0.007289857,0.005135955,0.0003250944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004239294,"about_ca_system_score_gemma":0.001423712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002626827,"about_ca_topic_score_gemma":0.001568597,"domain_scores_codex":[0.9934093,0.004611594,0.00009649225,0.0005471021,0.000883829,0.0004517102],"domain_scores_gemma":[0.9942162,0.003259289,0.0009605082,0.0004625799,0.0005152583,0.0005861647],"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":[0.00001499215,0.00001653744,0.000841394,0.00003488715,0.000008345452,0.0001113299,0.04898317,0.0005407781,0.00033558,0.9436247,0.001376786,0.004111371],"study_design_scores_gemma":[0.00001510019,0.00003307038,0.001603412,0.0001042406,0.00001060001,0.0001232427,0.04207055,0.002223528,0.0003000251,0.9122881,0.04119284,0.00003536786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2856414,0.00333248,0.0786019,0.08649705,0.00118919,0.00008811475,0.00009219555,0.0001305411,0.5444272],"genre_scores_gemma":[0.9954545,0.0003006259,0.00145908,0.0008162484,0.0001411465,0.00002186811,0.00001558949,0.0000189855,0.001771925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007381276,"threshold_uncertainty_score":0.03903639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4158232300069447,"score_gpt":0.4107548311473559,"score_spread":0.005068398859588763,"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."}}