{"id":"W3084538504","doi":"10.5860/crl.81.6.1051","title":"Sustaining and Enhancing the Scholarly Communications Department: A Comprehensive Guide. Kris S. Helge, Ahmet Meti Tmava, and Amanda R. Zerangue. Santa Barbara, CA: ABC-CLIO, LLC, 2019. 164p. Paper, $70.00 (ISBN: 978-1-4408-6699-9). LC 2019031275.","year":2020,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Generosity; Resource (disambiguation); Field (mathematics); Library science; Management; Sociology; Media studies; Political science; Computer science; Law; Mathematics","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001586139,0.0005073425,0.0006550597,0.0006961174,0.003374709,0.005622343,0.002091071,0.0002304309,0.0009752021],"category_scores_gemma":[0.001946773,0.0004002072,0.0001103319,0.003436495,0.001817345,0.0102502,0.005200537,0.001405164,0.0002893162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005487034,"about_ca_system_score_gemma":0.0004255221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002481147,"about_ca_topic_score_gemma":0.001040945,"domain_scores_codex":[0.9957762,0.0003630546,0.0008024569,0.000912974,0.001068281,0.001077054],"domain_scores_gemma":[0.9952657,0.001681344,0.0002668372,0.001429774,0.001185982,0.0001703341],"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":[0.0004912027,0.0001567093,0.009809275,0.0007790729,0.0003166771,0.0001035521,0.00114259,0.00001073745,0.002955376,0.08283633,0.8922345,0.009163961],"study_design_scores_gemma":[0.0007960863,0.00007884523,0.01339429,0.0002306317,0.00009393658,0.00001404834,0.007440737,0.001426048,0.0007090419,0.003654508,0.9716451,0.0005168014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3577774,0.3360702,0.002753938,0.2053113,0.001229353,0.008623125,0.001815345,0.001130517,0.08528873],"genre_scores_gemma":[0.9621042,0.01833019,0.002039363,0.01060454,0.001374544,0.0003526677,0.0007734482,0.0001619466,0.004259126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6043267,"threshold_uncertainty_score":0.9999381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154212945205634,"score_gpt":0.3384941164944091,"score_spread":0.2230728219738457,"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."}}