{"id":"W4210529193","doi":"10.1080/00987913.2011.10765342","title":"“Shelf-Ready” Print Serials Acquisitions","year":2011,"lang":"en","type":"article","venue":"Serials Review","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Council of University Libraries; University of Toronto; University of Calgary","funders":"","keywords":"Vendor; Upload; Consolidation (business); Computer science; Digitization; Business; World Wide Web; Marketing; Finance; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002478164,0.0004230697,0.0002887446,0.002773713,0.001563139,0.00436833,0.0008758078,0.001094075,0.09434733],"category_scores_gemma":[0.006411979,0.0004982962,0.0004257718,0.00205223,0.0007334282,0.004157292,0.0009147135,0.001593766,0.03616179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460418,"about_ca_system_score_gemma":0.003134773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003296501,"about_ca_topic_score_gemma":0.01015363,"domain_scores_codex":[0.9967439,0.0003150385,0.0001833729,0.0002377285,0.002373088,0.0001468483],"domain_scores_gemma":[0.9933839,0.00090206,0.0003774343,0.0006182498,0.004425078,0.0002933348],"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":[0.00004871057,0.000100404,0.0009356175,0.0005283178,0.000007244151,0.0001835303,0.0004739079,0.0001135755,0.002922176,0.0360302,0.6610924,0.2975639],"study_design_scores_gemma":[0.000005877935,0.00004860686,0.001030947,0.00007603621,0.000005703744,0.0001219714,0.0001000273,0.00005115488,0.001099596,0.000669662,0.9967825,0.000007872134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008109471,0.01281145,0.008909,0.01094217,0.01178708,0.0004956695,0.0006677059,0.003256891,0.9430205],"genre_scores_gemma":[0.02866958,0.01322008,0.007878303,0.005222339,0.007012734,0.0001573212,0.001393917,0.0008017776,0.935644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9956317,"threshold_uncertainty_score":0.3156233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06586470094148343,"score_gpt":0.2495778226514676,"score_spread":0.1837131217099842,"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."}}