{"id":"W4319590015","doi":"10.1007/978-3-031-18146-7_10","title":"Exploring Climate Change Through the Language of Art","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Geographer; Miller; Climate change; Government (linguistics); Visual arts; History; Media studies; Art; Geography; Sociology; Cartography; Linguistics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004520106,0.0001107115,0.0001640941,0.00003932005,0.0003036745,0.00003002902,0.0003749816,0.0001172804,0.005092721],"category_scores_gemma":[0.00002967958,0.00008277498,0.000115865,0.00005781749,0.0002178003,0.00017985,0.0001725029,0.0001729321,0.002031316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004358727,"about_ca_system_score_gemma":0.00001460161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001377537,"about_ca_topic_score_gemma":0.01597652,"domain_scores_codex":[0.9991717,0.00005054311,0.0001921835,0.0001276111,0.000285152,0.0001727565],"domain_scores_gemma":[0.9991525,0.0001821554,0.0001392578,0.0004392467,0.00005804053,0.00002877406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003148536,0.000004858521,0.000005564182,0.00003118951,0.00001039801,9.615588e-7,0.1475158,7.333006e-8,0.000007383546,0.8307438,0.002553887,0.01912301],"study_design_scores_gemma":[0.00004871589,0.00001107065,0.00008986625,0.0001858358,0.00002184853,2.047188e-7,0.03883214,0.000002117844,0.000003222558,0.003999846,0.9566671,0.0001380775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009056765,0.0002454733,0.000001928676,0.005130491,0.0003876005,0.000291747,0.00004937747,0.0001672891,0.9936355],"genre_scores_gemma":[0.002001268,0.225664,0.00004009542,0.0004986257,0.0007086631,0.00008876251,0.0001164964,0.00004156296,0.7708405],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9541132,"threshold_uncertainty_score":0.9987457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8489262683753626,"score_gpt":0.4717428989315315,"score_spread":0.377183369443831,"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."}}