{"id":"W6989122556","doi":"","title":"AI Education and Design Fiction","year":2025,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindset; Narrative; Bridge (graph theory); Component (thermodynamics); Adaptation (eye); Reflection (computer programming); Empirical research; Empirical evidence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0156491,0.0009779242,0.0005160543,0.002438911,0.004201904,0.007932701,0.001383279,0.002976777,0.008307996],"category_scores_gemma":[0.03305016,0.0004813583,0.0007017941,0.001604342,0.02848207,0.009069412,0.006171079,0.005266,0.001576589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006829306,"about_ca_system_score_gemma":0.006653654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570534,"about_ca_topic_score_gemma":0.002277206,"domain_scores_codex":[0.9852318,0.01155123,0.0004143755,0.0006337545,0.001773915,0.0003949331],"domain_scores_gemma":[0.9419614,0.04844186,0.001729092,0.004601105,0.002388269,0.0008782644],"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":[0.00001869926,0.0000545121,0.0005453667,0.0005333906,0.00001041528,0.0001463065,0.01952089,0.001134952,0.0003209885,0.9188902,0.007473427,0.05135082],"study_design_scores_gemma":[0.00002291621,0.00007639191,0.0002785392,0.001140507,0.00001134948,0.0004815361,0.006829527,0.001475971,0.0009801756,0.4407933,0.547884,0.00002577242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04365901,0.02180179,0.3544399,0.08697459,0.003180059,0.0006051373,0.0001980693,0.0005741133,0.4885673],"genre_scores_gemma":[0.7452282,0.01448038,0.1654106,0.0117746,0.0009325969,0.001197408,0.0002649683,0.0003500785,0.06036115],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0156491,"threshold_uncertainty_score":0.08276141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06833019693526948,"score_gpt":0.3266888115402143,"score_spread":0.2583586146049449,"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."}}