{"id":"W4414251543","doi":"10.1007/978-981-96-9029-9_27","title":"Tales of Transformation: Working with Narratives for Climate-Just Futures","year":2025,"lang":"en","type":"book-chapter","venue":"Science for sustainable societies","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Narrative; Craft; Storytelling; Futures contract; Climate justice; Deconstruction (building); Economic Justice","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006127298,0.0007462028,0.0002497009,0.001124798,0.005789996,0.01139818,0.001457068,0.001759923,0.008268117],"category_scores_gemma":[0.006023593,0.0002127834,0.0003772586,0.0007988917,0.02254456,0.01106686,0.00724838,0.004090763,0.001111085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003294742,"about_ca_system_score_gemma":0.00224333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292363,"about_ca_topic_score_gemma":0.002717935,"domain_scores_codex":[0.9955565,0.003577464,0.00004646327,0.0001504944,0.0004473821,0.0002215732],"domain_scores_gemma":[0.9944886,0.004220019,0.0001902383,0.0003579581,0.0002347664,0.0005084188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000254918,0.00005883084,0.000318411,0.0001842026,0.000008684835,0.00051058,0.4625525,0.0005008654,0.001020773,0.4872535,0.01925018,0.02831592],"study_design_scores_gemma":[0.00001220495,0.00003137622,0.0003259745,0.000528763,0.000007569658,0.0005512823,0.2626219,0.0009552154,0.001804755,0.1275819,0.6055539,0.00002512406],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1082448,0.007771346,0.08097253,0.05388034,0.002835171,0.000340496,0.0001701916,0.0005123266,0.7452728],"genre_scores_gemma":[0.872507,0.004057936,0.02316589,0.003890147,0.0003934017,0.0002518411,0.0001538294,0.0004138659,0.09516618],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01139818,"threshold_uncertainty_score":0.03240466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2476623304000612,"score_gpt":0.412344613923097,"score_spread":0.1646822835230358,"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."}}