{"id":"W3095433401","doi":"10.1108/lm-04-2020-0072","title":"Toughest job in the library","year":2020,"lang":"en","type":"article","venue":"Library Management","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Brock University; University of Waterloo","funders":"","keywords":"Vision; Public relations; Middle management; Negotiation; Service (business); Circulation (fluid dynamics); Business; Digitization; Sociology; Marketing; Political science; Computer science; Engineering","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001465478,0.00008018388,0.00007417228,0.00007385492,0.0002244685,0.000676742,0.001044489,0.00001893667,0.002796106],"category_scores_gemma":[0.000007798109,0.00005767247,0.00004398014,0.001177524,0.00009353153,0.02870073,0.0002078087,0.0001025814,0.0005687203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003348518,"about_ca_system_score_gemma":0.00004197063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000166182,"about_ca_topic_score_gemma":6.979843e-7,"domain_scores_codex":[0.998868,0.0001540412,0.0002170201,0.0001596492,0.0003463101,0.0002549267],"domain_scores_gemma":[0.9996213,0.00005543256,0.00004440757,0.0001729787,0.000001737459,0.0001041478],"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":[0.000008024049,0.00001690197,0.01465054,0.00001923732,0.000003684133,0.00004325899,0.02226703,0.00001419661,1.784963e-7,0.6633627,0.2935424,0.006071853],"study_design_scores_gemma":[0.0001123931,0.00002004039,0.03536456,0.000009167059,0.000001784306,2.577568e-7,0.0110861,0.0001299933,0.00000460215,0.003056922,0.9501289,0.00008531624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01993226,0.00004212285,0.00001418311,0.2104546,0.0001220416,0.0003282983,0.000003703626,0.0001813199,0.7689214],"genre_scores_gemma":[0.6387041,0.0006086572,0.002636568,0.3318893,0.000673741,0.0000512066,0.00005004278,0.00001556689,0.0253708],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7435507,"threshold_uncertainty_score":0.9981155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205182009596231,"score_gpt":0.245244961358916,"score_spread":0.2231931412629537,"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."}}