{"id":"W4386381247","doi":"10.1386/jem_00099_1","title":"Finding hope, resilience and imagining ways forward through climate fiction","year":2023,"lang":"en","type":"article","venue":"Journal of Environmental Media","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Storytelling; Climate change; Climate science; Psychological resilience; Sociology; Function (biology); Aesthetics; Environmental ethics; Psychology; Ecology; Social psychology; Narrative; Art; Literature; Philosophy","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":[0.0007822344,0.00005590146,0.00009690304,0.00007485922,0.0003706628,0.0000427742,0.0001367028,0.00004435476,0.000410022],"category_scores_gemma":[0.0001314196,0.00005264633,0.00004003294,0.0001343471,0.0002008006,0.000467964,0.00007654739,0.0001439105,0.00006373403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097381,"about_ca_system_score_gemma":0.0000105542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000225139,"about_ca_topic_score_gemma":0.00005482415,"domain_scores_codex":[0.9991601,0.0000817795,0.0002107286,0.00007458961,0.0003000578,0.0001727665],"domain_scores_gemma":[0.9994637,0.0001936164,0.000175033,0.00007936092,0.000007635174,0.0000806396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001537474,0.0001961488,0.1404669,0.00004684653,0.00004155772,0.00005614369,0.5283098,0.00009992409,0.06385197,0.002680208,0.008155745,0.255941],"study_design_scores_gemma":[0.001053046,0.0001728286,0.597205,0.0002284872,0.00005882468,0.00004846823,0.237455,0.0003602842,0.0004013993,0.002189273,0.1605041,0.000323243],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869855,0.0003534055,0.00007810754,0.001971776,0.0005003885,0.00006684937,0.00001439767,0.00002297382,0.01000657],"genre_scores_gemma":[0.9390537,0.06002807,0.0005276682,0.0001025271,0.0002211876,0.000001665227,0.000008145795,0.000006468804,0.00005054594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4567381,"threshold_uncertainty_score":0.4489453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2575416249840015,"score_gpt":0.399422458314822,"score_spread":0.1418808333308205,"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."}}