{"id":"W2072873670","doi":"10.5703/1288284314797","title":"A Necessity: Outsourcing the Issues of Print Serials","year":2012,"lang":"en","type":"article","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Purdue Pharma (Canada); University of Calgary","funders":"","keywords":"Outsourcing; Computer science; Business; Marketing","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":[0.01109561,0.0005102268,0.0003857831,0.001690647,0.009758214,0.01876919,0.001686325,0.00550585,0.05248896],"category_scores_gemma":[0.03386342,0.0004245783,0.0006367606,0.004081036,0.01439383,0.0225609,0.008109333,0.007447643,0.006372435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007984603,"about_ca_system_score_gemma":0.02292717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02587721,"about_ca_topic_score_gemma":0.026516,"domain_scores_codex":[0.9902568,0.003583432,0.0003199552,0.0006352583,0.003373682,0.001830888],"domain_scores_gemma":[0.9704169,0.01011217,0.001755149,0.006345621,0.006108807,0.005261327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006300961,0.00008117118,0.002647024,0.0001034164,0.000008281844,0.0004173971,0.004833903,0.0003257063,0.0002323254,0.7470998,0.1801748,0.06401306],"study_design_scores_gemma":[0.00004760022,0.00005097075,0.00362795,0.0004975269,0.00002225989,0.0006136622,0.03247862,0.0007917846,0.0005433874,0.2322884,0.7289919,0.00004577402],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02978272,0.003462486,0.008161639,0.3964953,0.002457414,0.00009310094,0.0001498993,0.0002355073,0.559162],"genre_scores_gemma":[0.6004732,0.008682774,0.007325152,0.06293141,0.005815186,0.0001754501,0.0002658394,0.0005805183,0.3137505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9812308,"threshold_uncertainty_score":0.1755931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0234067400939871,"score_gpt":0.2438882506132837,"score_spread":0.2204815105192966,"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."}}