{"id":"W4391561450","doi":"10.18260/1-2--40997","title":"Work In Progress: Beyond Textbook: An Open Educational Resource Platform that Generates Course-Specific E-Textbooks","year":2024,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Upload; Leverage (statistics); Open educational resources; Computer science; Curriculum; Multimedia; Download; World Wide Web; Educational resources; Open education; Resource (disambiguation); Pedagogy; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006429914,0.0001853934,0.0001606957,0.0001950024,0.0002499575,0.003904127,0.001883496,0.00007668978,0.001407844],"category_scores_gemma":[0.000008488903,0.0001613273,0.00003385403,0.0006294997,0.00007551313,0.00205849,0.0004891892,0.0003300042,0.0007829234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032097,"about_ca_system_score_gemma":0.0005189785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000322329,"about_ca_topic_score_gemma":0.00003963658,"domain_scores_codex":[0.99831,0.00007417283,0.0002617765,0.000671536,0.0003152869,0.0003672182],"domain_scores_gemma":[0.9990633,0.0001326093,0.0000524058,0.0005129059,0.00005327136,0.0001855061],"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":[0.00001620418,0.0003264468,0.006033885,0.00001655434,0.00002048429,0.00001272209,0.008576553,0.0001638434,0.00006467911,0.7238324,0.1248984,0.1360379],"study_design_scores_gemma":[0.0003625188,0.0001492358,0.02750007,0.0002150543,0.000006352097,0.00004616092,0.007047049,0.007463474,0.0006822427,0.008539981,0.9473096,0.0006782511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1290679,0.006655636,0.002670182,0.04386035,0.003144046,0.001577906,0.000003765959,0.0007733471,0.8122468],"genre_scores_gemma":[0.9094366,0.00003028611,0.03710118,0.0008093374,0.0004011811,0.0001644907,0.00005031903,0.00003347896,0.0519731],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8224112,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0497803332063178,"score_gpt":0.3220020657168928,"score_spread":0.272221732510575,"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."}}