{"id":"W4234681788","doi":"10.32920/14637435","title":"Shared Patron-Driven Acquisition Within a Consortium: the OCUL PDA Pilot","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Purchasing; Library science; Business; Computer science; Political science; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02514227,0.000397993,0.0003272547,0.00114491,0.01217968,0.006789935,0.00209021,0.002046347,0.008905835],"category_scores_gemma":[0.03294175,0.0006571502,0.0004222468,0.002094308,0.005637082,0.007066927,0.01356788,0.00398806,0.001491697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008975133,"about_ca_system_score_gemma":0.03176477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06768148,"about_ca_topic_score_gemma":0.1452684,"domain_scores_codex":[0.9786872,0.01090564,0.0003857823,0.0009610755,0.004269994,0.004790258],"domain_scores_gemma":[0.9490523,0.01356181,0.001432734,0.005445729,0.009940861,0.02056652],"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":[0.00490724,0.01830257,0.114436,0.0006842466,0.0001338635,0.008872241,0.2657874,0.003323974,0.0123099,0.08952154,0.0756267,0.4060944],"study_design_scores_gemma":[0.002497571,0.01172802,0.1187329,0.0003671165,0.00009331481,0.001943017,0.3591816,0.006902031,0.0100139,0.01262606,0.4754587,0.0004556855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9013188,0.0002277584,0.007066079,0.008950439,0.0001548859,0.002265004,0.0002733231,0.0002877881,0.07945575],"genre_scores_gemma":[0.9628565,0.0001923749,0.01167973,0.001346241,0.00007423486,0.001317877,0.0003435031,0.0001233935,0.02206612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9932101,"threshold_uncertainty_score":0.1345751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784838164385309,"score_gpt":0.2267274603806301,"score_spread":0.198879078736777,"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."}}