{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002143277,0.0002866283,0.0002651922,0.0001332348,0.0002500297,0.003602852,0.001583737,0.0001261039,0.0004610203],"category_scores_gemma":[0.00004166724,0.0001971778,0.0001516304,0.0004994492,0.00006606821,0.001093931,0.003217247,0.0003824287,0.0001191068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006845588,"about_ca_system_score_gemma":0.0006838347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004934691,"about_ca_topic_score_gemma":0.00003093059,"domain_scores_codex":[0.9978894,0.0001567744,0.0004205142,0.0007394736,0.0005330968,0.0002607702],"domain_scores_gemma":[0.998507,0.000142003,0.0002286079,0.0008722105,0.0001336137,0.000116595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003677307,0.001807901,0.01085787,0.0007915215,0.002234281,0.00116169,0.09133071,0.01662862,0.0008785166,0.268366,0.5892936,0.01628152],"study_design_scores_gemma":[0.007576767,0.002003549,0.06189827,0.002676018,0.0002971086,0.0009243576,0.01419491,0.5332252,0.02700529,0.2201481,0.1183232,0.01172723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2997897,0.001119083,0.3307178,0.01654551,0.005493911,0.002081828,0.00004067617,0.002420973,0.3417906],"genre_scores_gemma":[0.9586254,0.00002732522,0.02157039,0.002220335,0.0001563566,0.00012276,0.0001053648,0.00001862084,0.01715339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6588358,"threshold_uncertainty_score":0.9974315,"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."}}