{"id":"W4414958592","doi":"10.46254/eu08.20250385","title":"AI Design Analysis for Diploma Education in Canada","year":2025,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Intersection (aeronautics); Higher education; Blended learning; Public education; Teaching method","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":[0.01049543,0.0005993862,0.0004806036,0.004052771,0.003956279,0.004099314,0.001109916,0.0004203027,0.01191329],"category_scores_gemma":[0.03295597,0.0004130784,0.0009156735,0.005201637,0.00141914,0.0006118655,0.001336891,0.0008691057,0.0009253117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.077227,"about_ca_system_score_gemma":0.1568961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.914636,"about_ca_topic_score_gemma":0.923834,"domain_scores_codex":[0.9889507,0.00310412,0.0007549842,0.0007733385,0.005425605,0.0009911915],"domain_scores_gemma":[0.9529162,0.01244605,0.001814211,0.001431715,0.0301635,0.001228295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001145978,0.0005661591,0.06216707,0.003126292,0.000211816,0.0005199081,0.0196198,0.03101749,0.01026024,0.09829187,0.04728013,0.7257932],"study_design_scores_gemma":[0.0005227865,0.001408215,0.1679086,0.001535296,0.0004322412,0.0002780744,0.02744958,0.09353068,0.01298345,0.01797711,0.6757188,0.0002551939],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3522257,0.002737893,0.3282814,0.003855464,0.0005174182,0.01934093,0.01959763,0.003405191,0.2700384],"genre_scores_gemma":[0.5649883,0.001489439,0.3366608,0.0007697168,0.00004321953,0.01057103,0.007572478,0.0003777911,0.07752716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08536398,"threshold_uncertainty_score":0.5603237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008802291102821486,"score_gpt":0.2929648744451548,"score_spread":0.2841625833423333,"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."}}