{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004337991,0.0005157863,0.0008639815,0.002275731,0.01863766,0.01920336,0.001742895,0.002474394,0.09444486],"category_scores_gemma":[0.01110681,0.0006003255,0.0005853461,0.001720481,0.007482386,0.009233397,0.01516914,0.005547333,0.03505147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005082737,"about_ca_system_score_gemma":0.01361463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006879557,"about_ca_topic_score_gemma":0.01049967,"domain_scores_codex":[0.9920667,0.001875096,0.0003138187,0.001011061,0.002206017,0.002527275],"domain_scores_gemma":[0.9826548,0.001176702,0.0008720529,0.0006128859,0.002095605,0.01258799],"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":[0.0001928887,0.0004132412,0.01882142,0.0004572274,0.00003815685,0.00169075,0.08894463,0.00007823417,0.001286093,0.06102134,0.6925232,0.1345329],"study_design_scores_gemma":[0.00001312749,0.000122739,0.007694207,0.0004269652,0.00001293015,0.000988565,0.08169545,0.00006598498,0.0002062323,0.00642092,0.9022951,0.00005762876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1837925,0.008054204,0.004722342,0.1816277,0.01429522,0.0003050102,0.0004971243,0.001548151,0.6051578],"genre_scores_gemma":[0.4565792,0.002740165,0.003586244,0.06113227,0.002799156,0.0002475516,0.0004424374,0.0005968341,0.4718761],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09444486,"threshold_uncertainty_score":0.3159496,"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."}}