{"id":"W1589186735","doi":"10.3968/j.ccc.1923670020130905.2770","title":"A Review of Integrative Service of Borrowing, Reading and Reference in University Library","year":2013,"lang":"en","type":"review","venue":"Cross-cultural communication","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Service (business); Order (exchange); Computer science; Resource (disambiguation); Information resource; World Wide Web; Knowledge management; Library science; Process management; Business; Political science; Marketing; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000440784,0.000138785,0.0005960893,0.00007442984,0.0002087604,0.0001074401,0.0008844736,0.0001604621,0.00008022314],"category_scores_gemma":[0.0002182844,0.0001004381,0.0000810069,0.0009438795,0.0006319974,0.003866014,0.000218359,0.0002591622,0.000006152646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005057604,"about_ca_system_score_gemma":0.0004321928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001643884,"about_ca_topic_score_gemma":0.0004064552,"domain_scores_codex":[0.9984791,0.0006512178,0.000438999,0.0001744815,0.000141658,0.0001145035],"domain_scores_gemma":[0.9984931,0.0002500536,0.000637023,0.0003530429,0.0002152959,0.00005146559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008095199,0.00007445914,0.0006245114,0.06325095,0.00003288444,9.429367e-7,0.01593113,1.172641e-7,0.00001339737,0.067789,0.002697164,0.8495774],"study_design_scores_gemma":[0.00003820609,0.00001553666,0.00009338175,0.06884674,0.00003428742,5.913064e-7,0.002676466,0.000001328401,0.000006526837,0.000188696,0.9279881,0.000110101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001041473,0.976651,3.193967e-7,0.0004756601,0.00001775545,0.0005197082,0.00002741095,0.00002033402,0.02124635],"genre_scores_gemma":[0.001353633,0.9970182,0.0004219264,0.00007829463,0.000009103333,0.000006284266,0.0002538515,0.000004687625,0.0008539974],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9252909,"threshold_uncertainty_score":0.4095749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009591728959047,"score_gpt":0.403367303764805,"score_spread":0.3024081308689003,"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."}}