{"id":"W6989365404","doi":"","title":"As Good or Better than Commercial Textbooks: Students’ Perceptions and Outcomes from Using Open Digital and Open Print Textbooks","year":2018,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Scholarship; Digital scholarship; Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0003530819,0.0003184055,0.0004037864,0.0002544961,0.001093093,0.009578669,0.003930517,0.0001358586,0.0001238622],"category_scores_gemma":[0.00004021746,0.0003023159,0.00005415506,0.000245736,0.0002435152,0.007606152,0.009258677,0.0004397086,0.0002747395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353441,"about_ca_system_score_gemma":0.0001872013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001578503,"about_ca_topic_score_gemma":0.001933951,"domain_scores_codex":[0.9978771,0.000262915,0.000260791,0.0008455216,0.0003523732,0.0004013311],"domain_scores_gemma":[0.9985179,0.0001219693,0.0001894663,0.0006622205,0.000135767,0.0003727131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005892247,0.0001153488,0.9917694,0.000005084091,0.00007109371,0.00003310365,0.003138876,3.924136e-7,0.0001252697,0.0003557232,0.000001393628,0.004325372],"study_design_scores_gemma":[0.001288838,0.0002453135,0.991078,0.0001203686,0.0000460263,0.00003396524,0.002756589,0.000003431642,0.0001156046,0.0002450359,0.003632549,0.0004342621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935139,0.00000535894,0.001483143,0.0006592117,0.0002487707,0.0006223852,0.00001996523,0.00008636468,0.003360851],"genre_scores_gemma":[0.9858578,0.000007401161,0.001219413,0.001156311,0.00009288489,0.000002297423,0.00001018287,0.00002844551,0.01162531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008264455,"threshold_uncertainty_score":0.9999429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1622780761603412,"score_gpt":0.3844769790197798,"score_spread":0.2221989028594386,"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."}}