{"id":"W4256652441","doi":"10.32920/14637435.v1","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; Political science; Computer science; Engineering management; Marketing; Engineering","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":[0.02514229,0.0003979931,0.0003272544,0.00114491,0.01217968,0.006789941,0.002090211,0.002046348,0.008905835],"category_scores_gemma":[0.03294175,0.0006571506,0.0004222471,0.002094308,0.005637087,0.007066937,0.01356788,0.003988065,0.001491698],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008975125,"about_ca_system_score_gemma":0.03176475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06768135,"about_ca_topic_score_gemma":0.145268,"domain_scores_codex":[0.9786872,0.01090566,0.0003857825,0.000961076,0.004269994,0.004790258],"domain_scores_gemma":[0.9490525,0.01356181,0.001432735,0.005445725,0.009940852,0.0205665],"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":[0.004907243,0.01830261,0.114436,0.000684247,0.0001338638,0.008872258,0.2657873,0.003323984,0.01230992,0.08952167,0.07562663,0.4060943],"study_design_scores_gemma":[0.002497572,0.01172804,0.1187328,0.0003671166,0.00009331493,0.00194302,0.359182,0.00690205,0.01001391,0.01262609,0.4754585,0.0004556861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.901319,0.0002277586,0.007066098,0.008950445,0.0001548861,0.002265005,0.0002733231,0.0002877884,0.0794557],"genre_scores_gemma":[0.9628566,0.0001923751,0.01167974,0.001346241,0.00007423508,0.001317877,0.0003435032,0.0001233935,0.02206609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9932101,"threshold_uncertainty_score":0.1345748,"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."}}