{"id":"W4296790021","doi":"10.18438/eblip30181","title":"Print Book Circulation Longevity Dropping at a Small Canadian University Library","year":2022,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Circulation (fluid dynamics); Categorization; Library science; Longevity; The arts; Computer science; Subject (documents); History; Sociology; Medicine; Political science; Gerontology; Artificial intelligence; Law; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003062795,0.0002789071,0.0005246706,0.008858903,0.005766012,0.007599228,0.00190406,0.000499822,0.01302367],"category_scores_gemma":[0.0201873,0.000390094,0.0006292399,0.02532616,0.001524761,0.004687617,0.002193921,0.001044129,0.001814581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04443739,"about_ca_system_score_gemma":0.07103935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9588087,"about_ca_topic_score_gemma":0.9678638,"domain_scores_codex":[0.9947985,0.0002794902,0.0002317038,0.0005708494,0.003256907,0.0008624112],"domain_scores_gemma":[0.966484,0.003250111,0.00364138,0.001410622,0.02135112,0.003862959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002158403,0.0001460893,0.5387047,0.001461458,0.0001355681,0.0006057573,0.02521785,0.0002431758,0.0004853421,0.007437176,0.1071221,0.318225],"study_design_scores_gemma":[0.00000559836,0.00002671047,0.9083661,0.0005609032,0.00005748701,0.0001440858,0.01112884,0.0001920873,0.0003093466,0.0002440989,0.07891601,0.00004868707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8044246,0.02886368,0.0008618166,0.02011694,0.000363461,0.0002957903,0.05174741,0.0003003815,0.09302603],"genre_scores_gemma":[0.925392,0.0230251,0.001104111,0.001600885,0.0001722256,0.0001316539,0.01731078,0.0001350336,0.0311282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9924008,"threshold_uncertainty_score":0.3224173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276183455485906,"score_gpt":0.178686830539411,"score_spread":0.1659249959845519,"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."}}