{"id":"W2206791295","doi":"10.1300/j104v40n01_07","title":"Quality Control Issues in Outsourcing Cataloging in United States and Canadian Academic Libraries","year":2005,"lang":"en","type":"article","venue":"Cataloging & Classification Quarterly","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Cataloging; Outsourcing; Quality (philosophy); Control (management); Computer science; Business; Resource Description and Access; Consistency (knowledge bases); Library catalog; Authority control; Library science; World Wide Web; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001185302,0.0001669823,0.0002347155,0.001003695,0.0001696488,0.0006292253,0.000797887,0.000124369,0.000003831259],"category_scores_gemma":[0.00007695786,0.0001619208,0.00002364226,0.001119274,0.0001202583,0.008166629,0.00003169539,0.0003016884,0.00006911201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669496,"about_ca_system_score_gemma":0.0002281384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0231495,"about_ca_topic_score_gemma":0.01282317,"domain_scores_codex":[0.9979634,0.0001937877,0.0007496275,0.0003983027,0.0002291794,0.0004657097],"domain_scores_gemma":[0.9988821,0.0002115525,0.0002222034,0.000431,0.00004805792,0.0002050434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001545915,0.00004555149,0.5086496,0.0000993947,0.00001238739,0.00001243881,0.2361075,0.002748219,0.001168781,0.1199982,0.001788775,0.1293537],"study_design_scores_gemma":[0.00079553,0.00005854293,0.5307205,0.0001238772,0.000001035796,0.0000134567,0.01839291,0.4239213,0.0001413385,0.002022242,0.02337528,0.0004339573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9151032,0.0006337209,0.04794241,0.03442409,0.0002609076,0.0005153604,0.00004312624,0.0002954498,0.0007817199],"genre_scores_gemma":[0.9966595,0.00003373814,0.000964059,0.001961477,0.00005165242,0.0000343712,0.0002040649,0.000006551016,0.00008454977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4211731,"threshold_uncertainty_score":0.9833555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03253106482154001,"score_gpt":0.2751660442097407,"score_spread":0.2426349793882007,"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."}}