{"id":"W3127434179","doi":"10.29173/iasl7642","title":"Influence of New Reading Behavior for Academic Libraries","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Reading (process); Order (exchange); Computer science; World Wide Web; Electronic book; Collection development; Digital library; Resource (disambiguation); Electronic materials; Balance (ability); Multimedia; Knowledge management; Library science; Business; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009243273,0.0001558699,0.0002135534,0.0001347425,0.000116641,0.0005247257,0.0007702628,0.0001121946,0.00001777183],"category_scores_gemma":[0.0003674915,0.0001509063,0.00006227854,0.0007560934,0.00006469106,0.005425762,0.0004110182,0.0001462122,0.000008282096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001425364,"about_ca_system_score_gemma":0.0007980026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007458348,"about_ca_topic_score_gemma":3.611915e-7,"domain_scores_codex":[0.9986991,0.000004244311,0.0003369149,0.0003973494,0.0002764461,0.0002859806],"domain_scores_gemma":[0.99886,0.00006539356,0.0001628044,0.0001079439,0.0006392359,0.0001645978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001575516,0.0001929732,0.1706509,0.0004289794,0.00009329546,0.00002690914,0.2461435,0.00003480387,0.0148451,0.4174246,0.0506513,0.09935006],"study_design_scores_gemma":[0.00176148,0.0005820636,0.1508625,0.000596622,0.00004290205,0.0001720354,0.01409242,0.001621432,0.6012003,0.131274,0.09635584,0.001438371],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881932,0.0001234377,0.007285439,0.0009227501,0.00007764881,0.0002054008,0.00000839744,0.0001862021,0.002997523],"genre_scores_gemma":[0.9692163,0.00002803052,0.01837914,0.0003389341,0.00006170048,0.00004731419,0.000003983729,0.000009429516,0.01191516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5863552,"threshold_uncertainty_score":0.6153779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03320113498064654,"score_gpt":0.2602351739932244,"score_spread":0.2270340390125778,"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."}}