{"id":"W4403039044","doi":"10.1108/978-1-83549-284-020241015","title":"The Evolving Landscape of AI in Higher Education","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Geography","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":[0.0009599481,0.000301259,0.0002278901,0.001069011,0.001835278,0.007642184,0.0006080783,0.001362528,0.01244604],"category_scores_gemma":[0.0008899295,0.0001826212,0.0001527268,0.001502568,0.006419353,0.004684196,0.002115817,0.003218919,0.002626393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004842197,"about_ca_system_score_gemma":0.002877616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00301269,"about_ca_topic_score_gemma":0.00585509,"domain_scores_codex":[0.9993377,0.0002384204,0.00001756204,0.00006937574,0.0002817005,0.00005516929],"domain_scores_gemma":[0.999318,0.000430295,0.00002225783,0.00004028993,0.0001111342,0.0000780349],"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":[0.000004329252,0.00001238176,0.00007995963,0.0001715422,0.000001883133,0.00007764646,0.003145747,0.0003535684,0.0002103045,0.8598698,0.06666413,0.0694087],"study_design_scores_gemma":[9.245474e-7,0.000005199843,0.0001439008,0.0003226973,7.513456e-7,0.00009045137,0.001214621,0.0002579424,0.0001268542,0.0899491,0.9078826,0.000004835299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.003094021,0.08963123,0.005944815,0.04122251,0.001907072,0.00002126426,0.00005338763,0.0001126891,0.858013],"genre_scores_gemma":[0.1608287,0.09304275,0.01194145,0.01315833,0.002895854,0.00008928087,0.0001439541,0.0002064963,0.7176932],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01244604,"threshold_uncertainty_score":0.04163617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1440166021676136,"score_gpt":0.4127410931054356,"score_spread":0.2687244909378219,"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."}}