{"id":"W4252072743","doi":"10.1080/00987913.2012.10765455","title":"Shared Patron-Driven Acquisition Within a Consortium: The OCUL PDA Pilot","year":2012,"lang":"en","type":"article","venue":"Serials Review","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Toronto Metropolitan University; Carleton University; University of Toronto","funders":"","keywords":"Purchasing; Business; Computer science; Interlibrary loan; Library science; 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":[0.0006981324,0.0001431869,0.0002538312,0.00003556687,0.0001755131,0.0002911753,0.0005588988,0.00002586773,0.0003989004],"category_scores_gemma":[0.0001032517,0.00008828011,0.00007842558,0.0005106807,0.00003413322,0.001902682,0.000246652,0.00006179644,0.0006636481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000246976,"about_ca_system_score_gemma":0.00009540428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003979764,"about_ca_topic_score_gemma":0.00000110087,"domain_scores_codex":[0.9986353,0.0002559581,0.0003864384,0.0002046779,0.0002647989,0.0002528202],"domain_scores_gemma":[0.9991404,0.000103742,0.0001999156,0.0003953297,0.00004596479,0.0001145808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001116682,0.0006316585,0.004004958,0.003133084,0.0003324591,0.00001646054,0.008685826,0.00002482165,0.002736821,0.2338895,0.6988044,0.04762828],"study_design_scores_gemma":[0.0005539674,0.000212256,0.004350404,0.001841054,0.00005530273,0.00007255075,0.00006892141,0.00014382,0.002386224,0.002822063,0.9868602,0.0006332285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.107848,0.6203457,0.02847269,0.05017738,0.01170452,0.009337508,0.00007417034,0.0025302,0.1695099],"genre_scores_gemma":[0.9345224,0.01997552,0.01482933,0.02302404,0.001146475,0.0004239353,0.00006274523,0.000044044,0.005971495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8266745,"threshold_uncertainty_score":0.8530074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702832876166394,"score_gpt":0.2566111447826208,"score_spread":0.2195828160209568,"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."}}