{"id":"W4390778573","doi":"10.18438/b8bt04.15","title":"E-Preferred Approval Books at the University of Manitoba: A Comparison of Print and Ebook Usage","year":2017,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Vendor; Staffing; Collection development; Library science; Subject (documents); Computer science; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00179659,0.0002734931,0.0003066167,0.003890616,0.001866731,0.003382897,0.001187719,0.000400141,0.01423039],"category_scores_gemma":[0.007301668,0.000450712,0.0002855942,0.009021222,0.001022608,0.001236707,0.001355572,0.0005857643,0.003185889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006488319,"about_ca_system_score_gemma":0.009727607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5207711,"about_ca_topic_score_gemma":0.7372909,"domain_scores_codex":[0.9978806,0.0004162545,0.000138468,0.0001852182,0.00107789,0.000301627],"domain_scores_gemma":[0.9893609,0.002018177,0.001875815,0.000380639,0.004937224,0.001427242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004452819,0.0003720314,0.846629,0.0005840318,0.0001012279,0.0009687347,0.02138877,0.0002037149,0.002915945,0.0005415776,0.01053792,0.1153118],"study_design_scores_gemma":[0.000008008198,0.0001184284,0.9628899,0.0001569852,0.00001985417,0.0001811885,0.02312877,0.0001725796,0.0005720424,0.0000335743,0.0126875,0.0000312004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773827,0.001009929,0.0002295387,0.0008274369,0.00002146508,0.00009597596,0.003549581,0.00007738689,0.01680596],"genre_scores_gemma":[0.9582837,0.002884747,0.001832817,0.0008062214,0.00003140854,0.0001584315,0.003362686,0.0001275249,0.03251246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9966171,"threshold_uncertainty_score":0.9641023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03016911048082156,"score_gpt":0.2386022972578609,"score_spread":0.2084331867770393,"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."}}