{"id":"W2725934590","doi":"10.18438/b8p07m","title":"“Just-in-Time” Unmediated Document Delivery Service Provides Fast Delivery, Helps Identify Collection Gaps, but Incurs Extra Costs","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Service (business); Computer science; Service delivery framework; Usage data; Collection development; Order (exchange); World Wide Web; Library science; Operations research; Business; Engineering; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.06173278,0.0009513692,0.001219972,0.006254238,0.006610719,0.01787447,0.004168623,0.002800079,0.06721648],"category_scores_gemma":[0.1416532,0.001043475,0.001141743,0.008732468,0.006196104,0.02579829,0.01303291,0.003538547,0.05475298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006996009,"about_ca_system_score_gemma":0.03186156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006344991,"about_ca_topic_score_gemma":0.01019778,"domain_scores_codex":[0.9144607,0.05097989,0.007683467,0.004984188,0.01916411,0.002727702],"domain_scores_gemma":[0.8057841,0.06493197,0.01569005,0.04575826,0.05629675,0.0115389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001230075,0.0001971785,0.004057367,0.002769681,0.00006507993,0.0003180598,0.01058773,0.0001188357,0.001721709,0.01950415,0.2528562,0.7076809],"study_design_scores_gemma":[0.00003962357,0.0001632215,0.005005711,0.002627377,0.00003522111,0.0004550807,0.007527962,0.0002608565,0.001260549,0.004745382,0.9778036,0.00007535758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04435833,0.04663249,0.1305093,0.2027261,0.01311778,0.004495986,0.005037035,0.01196532,0.5411576],"genre_scores_gemma":[0.3119649,0.04722363,0.244147,0.04669835,0.007004989,0.006250136,0.007068188,0.007250946,0.3223919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9821255,"threshold_uncertainty_score":0.3264781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488786685639485,"score_gpt":0.2454825112459505,"score_spread":0.2305946443895556,"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."}}