{"id":"W1517559692","doi":"10.1080/1523908x.2015.1053107","title":"Framing Climate Change for Public Deliberation: What Role for Interpretive Social Sciences and Humanities?","year":2015,"lang":"en","type":"article","venue":"Journal of Environmental Policy & Planning","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Deliberation; Framing (construction); Political science; Climate change; Scrutiny; Normative; Sociology; Value pluralism; Deliberative democracy; Public engagement; Pluralism (philosophy); Climate governance; Politics; Environmental ethics; Epistemology; Social science; Public relations; Democracy; Geography; Law; Ecology","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":[0.1066231,0.001469225,0.001960212,0.006608252,0.01450961,0.04224446,0.004645948,0.0142949,0.01150613],"category_scores_gemma":[0.1291113,0.001082191,0.001987501,0.005550599,0.07321072,0.06779908,0.0181604,0.01761639,0.00167191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01806326,"about_ca_system_score_gemma":0.03192931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009052962,"about_ca_topic_score_gemma":0.008165635,"domain_scores_codex":[0.9106175,0.07614293,0.001331991,0.002242069,0.004998168,0.004667396],"domain_scores_gemma":[0.8357278,0.1280614,0.007815608,0.009883321,0.0091315,0.009380483],"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":[0.00005564578,0.0001015019,0.001624929,0.000788302,0.00005181605,0.0002602134,0.07974978,0.0005000937,0.0001575991,0.8531024,0.02194873,0.04165892],"study_design_scores_gemma":[0.00002422743,0.00001877418,0.0004218186,0.001765776,0.00002157087,0.00007659494,0.05016202,0.0004060365,0.0001491319,0.8806354,0.06627101,0.00004758756],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007209908,0.0187008,0.0191326,0.8985974,0.003710007,0.0000766331,0.00007754153,0.00009783732,0.05239731],"genre_scores_gemma":[0.8566509,0.02970927,0.03185369,0.06716321,0.00883966,0.000705475,0.0001632347,0.0002901721,0.004624342],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1066231,"threshold_uncertainty_score":0.5638834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5720483522847251,"score_gpt":0.4764645064375729,"score_spread":0.09558384584715213,"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."}}