{"id":"W4382517459","doi":"10.1145/3587103.3594167","title":"Effective Use of Open Educational Resources in Computer Science Education: A Query to Inform Open Textbook Development","year":2023,"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":"Simon Fraser University","funders":"","keywords":"Open educational resources; Computer science; Educational resources; Open education; Preference; Mathematics education; Open science; Science education; Open university; Educational technology; Multimedia; Data science; World Wide Web; Distance education; Pedagogy; Psychology","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01726553,0.0001700511,0.0003092047,0.002039965,0.001092232,0.007038529,0.0006608826,0.0009033195,0.005537937],"category_scores_gemma":[0.1094225,0.0002068392,0.0002103238,0.002060511,0.001931344,0.009698093,0.004087185,0.001434106,0.0008809235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607359,"about_ca_system_score_gemma":0.003043095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001096862,"about_ca_topic_score_gemma":0.001860252,"domain_scores_codex":[0.9843102,0.008567878,0.00130063,0.0006826109,0.004444777,0.0006939882],"domain_scores_gemma":[0.8758728,0.08395441,0.01706222,0.004995581,0.01239179,0.0057231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000219794,0.0008950435,0.2050446,0.001882871,0.00005585402,0.0006994432,0.06533539,0.0002299804,0.004572649,0.01919811,0.01489653,0.6869698],"study_design_scores_gemma":[0.00009015183,0.00100103,0.4282186,0.005467724,0.0001649136,0.001952435,0.2140304,0.001832823,0.006251592,0.02495047,0.3157853,0.0002544862],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8647311,0.005487483,0.01066668,0.04266754,0.0002657779,0.0002319717,0.0003910793,0.0001468542,0.07541149],"genre_scores_gemma":[0.9847159,0.002096749,0.006712099,0.003189991,0.00008910685,0.00007101386,0.0001788383,0.00006156255,0.002884666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9993391,"threshold_uncertainty_score":0.09130991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04176653584696494,"score_gpt":0.3511719870305631,"score_spread":0.3094054511835982,"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."}}