{"id":"W4410602647","doi":"10.1007/978-3-031-86133-8_8","title":"Commentary on ‘The Evolution of IB Teaching Content: Analyses of IB Textbooks and Syllabi’","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Syllabus; Content (measure theory); Mathematics education; Psychology; Mathematics; Mathematical analysis","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":[0.01033693,0.0007394289,0.001156042,0.0023155,0.00789365,0.006881646,0.005477716,0.03633758,0.01068821],"category_scores_gemma":[0.06805981,0.001060029,0.00116735,0.004902392,0.008196352,0.006698065,0.004028085,0.04148982,0.006022288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009497252,"about_ca_system_score_gemma":0.01194007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07618686,"about_ca_topic_score_gemma":0.1436637,"domain_scores_codex":[0.9887605,0.002543023,0.0008185662,0.002120047,0.004257206,0.00150065],"domain_scores_gemma":[0.9324362,0.04366454,0.003160173,0.001431894,0.01529584,0.004011436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001732976,0.000003458609,0.0000840233,0.00004304849,0.000004312963,0.00004278438,0.0007655105,0.00002529199,0.00005947721,0.001574233,0.9955983,0.001782217],"study_design_scores_gemma":[0.00003236376,0.00001783062,0.002941791,0.0005576983,0.00002596033,0.0001158219,0.002783957,0.00008978477,0.0003557485,0.003874769,0.9891475,0.00005673347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004345306,0.001008252,0.00009186332,0.9769461,0.01881302,0.000007062193,0.0001274754,0.00002086459,0.002550835],"genre_scores_gemma":[0.00539712,0.0006892887,0.0002248417,0.9579854,0.02640679,0.00004709218,0.00007676946,0.0001164441,0.009056253],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07618686,"threshold_uncertainty_score":0.1514868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07057748606730785,"score_gpt":0.269427734437054,"score_spread":0.1988502483697461,"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."}}