{"id":"W4281617294","doi":"10.29173/pathfinder50","title":"Evolving Nature of Library Technical Services in Response to Outsourcing","year":2022,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Outsourcing; Staffing; Vendor; Restructuring; Business; Knowledge management; Leverage (statistics); Quality (philosophy); Process management; Computer science; Marketing; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00781136,0.0001566525,0.0003680154,0.003851862,0.003567404,0.01168624,0.001235163,0.0009986488,0.004950576],"category_scores_gemma":[0.02356995,0.0002614135,0.0005667404,0.008032352,0.004432892,0.007842424,0.005658883,0.001717959,0.0006804084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01316605,"about_ca_system_score_gemma":0.01697691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02089463,"about_ca_topic_score_gemma":0.03021575,"domain_scores_codex":[0.9876693,0.004850937,0.0007876927,0.0006038615,0.004145534,0.001942747],"domain_scores_gemma":[0.9812799,0.007534622,0.002933499,0.0007111852,0.005257844,0.002283101],"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":[0.0002496493,0.0002458083,0.1077192,0.003054509,0.0001181412,0.004301477,0.2469656,0.001593977,0.002989345,0.1228741,0.02393734,0.4859509],"study_design_scores_gemma":[0.00001801625,0.000188229,0.1329825,0.002642364,0.00005128629,0.002694585,0.5512474,0.0009767105,0.00109943,0.02796172,0.28004,0.00009763608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7680905,0.01766472,0.007026454,0.06926768,0.0003352556,0.0002090373,0.0004646278,0.0001400061,0.1368016],"genre_scores_gemma":[0.9776528,0.0104456,0.002551566,0.003852382,0.0001350186,0.00007004968,0.0001790649,0.0000615066,0.005051874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9883137,"threshold_uncertainty_score":0.09552687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654660485581572,"score_gpt":0.3319791295055119,"score_spread":0.3154325246496962,"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."}}