{"id":"W2799628910","doi":"10.5206/cjsotl-rcacea.2018.1.5","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":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"Kwantlen Polytechnic University","keywords":"Open educational resources; Open education; Electronic publishing; Pedagogy; Psychology; Sociology; Humanities; Library science; Art; Computer science; The Internet; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.002161753,0.0003854013,0.000474948,0.001423723,0.001890201,0.004856585,0.0008815537,0.0009551352,0.004137625],"category_scores_gemma":[0.009209448,0.0003320802,0.0007158482,0.001259261,0.001730971,0.001480721,0.001949674,0.001753345,0.0007098805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002098598,"about_ca_system_score_gemma":0.003320366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08861171,"about_ca_topic_score_gemma":0.1217771,"domain_scores_codex":[0.9977491,0.0002266283,0.0001615194,0.0001873172,0.001250588,0.0004248608],"domain_scores_gemma":[0.9902118,0.001169185,0.003078232,0.0001791227,0.00188084,0.00348079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003175121,0.001791232,0.9020078,0.0002502463,0.000123542,0.0004925722,0.06325869,0.0002183688,0.00331653,0.0004967374,0.002064393,0.02566249],"study_design_scores_gemma":[0.00002874598,0.0007038109,0.9141923,0.0001187252,0.00006230897,0.0001363032,0.08012804,0.0004359083,0.0008673964,0.0002680696,0.002984083,0.0000743213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987179,0.00007790426,0.00004128478,0.00009798062,0.000005612917,0.00001177551,0.00003934915,0.000002874907,0.001005464],"genre_scores_gemma":[0.9980081,0.000211672,0.000123357,0.0000965682,0.000005761593,0.0000124553,0.0001306119,0.000005500336,0.001405977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9991184,"threshold_uncertainty_score":0.1761919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09835930729927725,"score_gpt":0.3780843701918418,"score_spread":0.2797250628925645,"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."}}