{"id":"W2994867888","doi":"10.1080/01462679.2019.1702912","title":"Long-Term Usage of a Consortial PDA Collection: If They Choose It, Will We Use It?*","year":2019,"lang":"en","type":"article","venue":"Collection Management","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Ottawa; Ontario Council of University Libraries; York University; University of Toronto","funders":"","keywords":"Collection development; Subject (documents); Term (time); Institution; Business; Mediation; Stock management; Public relations; Library science; Computer science; Sociology; Political science; History; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002435371,0.0002814705,0.0003170572,0.0007955761,0.0003523789,0.0007492109,0.0006600509,0.00009344735,0.000766264],"category_scores_gemma":[0.00003205282,0.0002742027,0.0001652197,0.002428995,0.00005406702,0.002708378,0.00053728,0.0001345512,0.0002092996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000209872,"about_ca_system_score_gemma":0.0001568859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003247762,"about_ca_topic_score_gemma":0.00004536833,"domain_scores_codex":[0.997636,0.0001147871,0.0005723786,0.0006584551,0.0006383892,0.0003799577],"domain_scores_gemma":[0.9986889,0.0001458372,0.0002747125,0.0006209295,0.0001292315,0.0001403388],"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":[0.001121038,0.001646423,0.2362563,0.0008469351,0.001458461,0.000177693,0.007428855,0.002804794,0.0004678579,0.02801416,0.6753411,0.04443634],"study_design_scores_gemma":[0.006011188,0.0009338582,0.3639152,0.0003937049,0.00009414316,0.00007588662,0.0005466872,0.01398613,0.003433713,0.002295607,0.6068802,0.001433649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3909946,0.0001868854,0.09366063,0.00733645,0.006530705,0.004653916,0.00001058976,0.001083756,0.4955425],"genre_scores_gemma":[0.6730158,0.0003112596,0.002366969,0.0006092748,0.0000615512,0.00009542047,0.000006364475,0.00002024102,0.3235131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2820213,"threshold_uncertainty_score":0.999971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02004558862932732,"score_gpt":0.2293365670916087,"score_spread":0.2092909784622814,"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."}}