{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.005781299,0.0003969239,0.0007149582,0.001408788,0.001636744,0.006796559,0.001155609,0.001395134,0.005641063],"category_scores_gemma":[0.03391993,0.0003757829,0.0008170693,0.001075157,0.001437668,0.003988526,0.003946859,0.002596647,0.001049391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151177,"about_ca_system_score_gemma":0.001688582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003822273,"about_ca_topic_score_gemma":0.0053842,"domain_scores_codex":[0.9949609,0.001136424,0.0006219146,0.000349181,0.002288912,0.0006427629],"domain_scores_gemma":[0.9719769,0.006065457,0.008269078,0.0004949896,0.004037079,0.009156392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00125665,0.006083658,0.6915811,0.001059317,0.0003831753,0.001119442,0.1854224,0.0005197305,0.005330955,0.002020309,0.01186316,0.09336006],"study_design_scores_gemma":[0.000211707,0.003211854,0.6824384,0.0005915072,0.0002833404,0.0006915038,0.2929454,0.001186872,0.002534305,0.001879994,0.01378727,0.0002378256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967408,0.0002944453,0.0001094864,0.0005017477,0.0000302861,0.00002698636,0.00005314033,0.00000879605,0.002234345],"genre_scores_gemma":[0.9976608,0.0003386181,0.0002228421,0.0002258335,0.0000100716,0.0000242871,0.0000838073,0.00001071176,0.001423152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988444,"threshold_uncertainty_score":0.03057474,"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."}}