{"id":"W4410193682","doi":"10.19173/irrodl.v26i2.8370","title":"AI for Teachers: An Open Textbook—Artificial Intelligence for and by Teachers (2nd edition), by Colin de la Higuera and Jotsna Iyer (Erasmus+, 2024)","year":2025,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lembaga Pengelola Dana Pendidikan","keywords":"Erasmus+; Mathematics education; Computer science; Artificial intelligence; Psychology; Art; Art history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001009147,0.001237439,0.001032606,0.002646698,0.0008793137,0.005330471,0.001110356,0.002125272,0.02416947],"category_scores_gemma":[0.003906053,0.0006913768,0.0005936419,0.002488475,0.001438109,0.005224012,0.002029884,0.004267602,0.0225171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002276216,"about_ca_system_score_gemma":0.005449104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003521445,"about_ca_topic_score_gemma":0.007842016,"domain_scores_codex":[0.9992357,0.00009862566,0.000085548,0.00009378717,0.0004279502,0.00005837757],"domain_scores_gemma":[0.9980534,0.000765289,0.0001422234,0.0001042923,0.0005936835,0.0003411654],"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":[0.00001455587,0.00004314358,0.0001048425,0.0002446479,0.000003172566,0.00002749372,0.0001941007,0.0001895681,0.0002973788,0.007975795,0.9065048,0.08440063],"study_design_scores_gemma":[0.000003325353,0.00001269785,0.0003970288,0.0003455643,0.000001834673,0.00006234137,0.0001288704,0.00008745958,0.00006498768,0.004688096,0.9942022,0.00000560531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002238877,0.4860523,0.02463881,0.09344684,0.1171709,0.0002510119,0.002348318,0.002119147,0.2717338],"genre_scores_gemma":[0.01575655,0.2346612,0.02280994,0.02138411,0.02582357,0.0005387192,0.00350877,0.001635753,0.6738812],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02416947,"threshold_uncertainty_score":0.08085495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06587620830637875,"score_gpt":0.4876167196933958,"score_spread":0.421740511387017,"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."}}