{"id":"W7137844788","doi":"10.21606/iasdr.2025.523","title":"Reimagining AI Futures. Solarpunk Narratives in Design Education","year":2025,"lang":"","type":"article","venue":"","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Narrative; Design education; Ethnography; Qualitative research; Agency (philosophy); Identity (music)","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":[0.007296289,0.0005067161,0.0002640475,0.001485224,0.008401521,0.009106208,0.001067514,0.002119793,0.005274102],"category_scores_gemma":[0.01060999,0.0004075069,0.0003670536,0.001134247,0.02673883,0.01424278,0.007532811,0.003087701,0.0004723262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007113147,"about_ca_system_score_gemma":0.004155382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002801337,"about_ca_topic_score_gemma":0.006435507,"domain_scores_codex":[0.9933444,0.005394095,0.0001476595,0.0003057417,0.0005471627,0.0002608139],"domain_scores_gemma":[0.9924124,0.006060047,0.0004257266,0.0003721189,0.0003358943,0.000393787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004033559,0.00003390092,0.001089674,0.0003343336,0.000005990309,0.000745963,0.6312988,0.0004709378,0.0004380185,0.3367113,0.004203546,0.02462712],"study_design_scores_gemma":[0.00001401097,0.000049909,0.0007464233,0.0009296425,0.00001059059,0.0007217413,0.5231966,0.0007425231,0.0009715421,0.07702603,0.3955605,0.00003044926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4433035,0.01133791,0.04300884,0.04049328,0.0007881224,0.0001771253,0.0001519246,0.0002062968,0.460533],"genre_scores_gemma":[0.9823731,0.001672404,0.004240226,0.0007061358,0.00002691273,0.00005416617,0.0000325531,0.00005201892,0.01084242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009106208,"threshold_uncertainty_score":0.05160969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02154169925789885,"score_gpt":0.2780502093197662,"score_spread":0.2565085100618673,"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."}}