{"id":"W4402745508","doi":"10.18357/otessac.2023.3.1.244","title":"Framework for Evaluating the Creation and Adaptation of Open Textbooks","year":2023,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Adaptation (eye); Process management; Computer science; Knowledge management; Psychology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.221193,0.002760342,0.002525614,0.04852083,0.007213444,0.01657468,0.00488054,0.003731538,0.005017092],"category_scores_gemma":[0.3154387,0.001268646,0.005303932,0.02045135,0.01288709,0.01229228,0.01223397,0.004279178,0.001181375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0374028,"about_ca_system_score_gemma":0.06197249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02107057,"about_ca_topic_score_gemma":0.03302212,"domain_scores_codex":[0.7352343,0.1425915,0.03858069,0.008480655,0.07002077,0.005092201],"domain_scores_gemma":[0.5938433,0.2067072,0.02922354,0.01471033,0.149895,0.005620514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005888541,0.001209868,0.03738,0.01975015,0.0006058314,0.000477876,0.05196508,0.00546986,0.004523407,0.2847906,0.01794243,0.575296],"study_design_scores_gemma":[0.001042365,0.003226132,0.08467574,0.06852771,0.002332294,0.001043183,0.1337971,0.03011365,0.01804063,0.2878342,0.3682258,0.001141256],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.107105,0.01911553,0.5921001,0.02152685,0.001751903,0.07862383,0.005452299,0.001416145,0.1729083],"genre_scores_gemma":[0.1777039,0.002372573,0.7855408,0.0008481477,0.00008582824,0.02831958,0.002060062,0.0001423451,0.00292674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9951195,"threshold_uncertainty_score":0.9604076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1364999077942227,"score_gpt":0.4269038314033301,"score_spread":0.2904039236091074,"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."}}