{"id":"W3140453828","doi":"10.3390/su13074049","title":"Sustainable Stories: Managing Climate Change with Literature","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Ecocriticism and Environmental Literature","field":"Arts and Humanities","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental ethics; Appeal; Empathy; Psychological resilience; Sociology; Economic Justice; Climate change; Transformative learning; Aesthetics; Narrative; History; Political science; Psychology; Ecology; Social psychology; Literature; Law; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002131761,0.0002314614,0.0002244194,0.00005906854,0.000658042,0.0006548716,0.0001288269,0.00006403683,0.0009359111],"category_scores_gemma":[0.0000804784,0.0001866084,0.00007916114,0.0001428256,0.0003022784,0.001006666,0.0001717424,0.0002844823,0.00001327205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004314777,"about_ca_system_score_gemma":0.0000801385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001348329,"about_ca_topic_score_gemma":0.0002717385,"domain_scores_codex":[0.9983546,0.00008643493,0.0001820763,0.00045617,0.0002020155,0.0007187289],"domain_scores_gemma":[0.9986176,0.00004127507,0.00004289616,0.0005060323,0.0006822785,0.0001098879],"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":[0.00007094788,0.0001517693,0.004048247,0.001615567,0.00001841849,0.001255885,0.09561262,0.000002863523,0.000001434107,0.895336,0.0006918904,0.001194348],"study_design_scores_gemma":[0.0004674953,0.0001567564,0.003077759,0.0001311828,0.000043645,0.00003321062,0.2127548,0.00001272777,0.00005182141,0.0551417,0.7276889,0.0004399515],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.597193,0.01428066,0.00005074275,0.02527124,0.001151735,0.002180007,0.0004605207,0.000712375,0.3586997],"genre_scores_gemma":[0.9618266,0.00009155733,0.00008187781,0.0009518326,0.0006311624,0.0001220877,0.000151402,0.00003262367,0.03611086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8401943,"threshold_uncertainty_score":0.9999774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009236092671740043,"score_gpt":0.2133589957608794,"score_spread":0.2041229030891393,"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."}}