{"id":"W4387244147","doi":"10.33137/cjal-rcbu.v9.41660","title":"Refocusing Academic Libraries through Learning and Discourse: The Idea of a Library, by Mary K. Bolin","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Academic library; Sociology; Library science; Art; Computer science; Media studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01369039,0.0006592457,0.0006816672,0.002434915,0.01684978,0.0247708,0.00169395,0.007343834,0.004742192],"category_scores_gemma":[0.01980468,0.0005146541,0.0004997131,0.002836386,0.02836964,0.02658151,0.01165114,0.01293808,0.001949526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01446416,"about_ca_system_score_gemma":0.01944623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0234558,"about_ca_topic_score_gemma":0.03539893,"domain_scores_codex":[0.9888029,0.008385443,0.0002556012,0.0005116931,0.001474686,0.000569682],"domain_scores_gemma":[0.9760365,0.01690941,0.001169111,0.0005778064,0.002582682,0.002724476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008440482,0.00007986457,0.0004911245,0.0004838336,0.00001616871,0.0002375592,0.1567673,0.0002258584,0.0002978105,0.3755474,0.3920386,0.07373001],"study_design_scores_gemma":[0.00001818728,0.00002165,0.0003685331,0.001487458,0.00001180057,0.0001702263,0.07461249,0.0002284864,0.0003510245,0.08839216,0.8342846,0.00005335862],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003974793,0.1015409,0.00166018,0.8322706,0.005242358,0.00002487383,0.00001984333,0.00007240441,0.05519404],"genre_scores_gemma":[0.4092709,0.2211854,0.01002142,0.2227448,0.01226742,0.0003586114,0.00007405808,0.0005437004,0.1235338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9752292,"threshold_uncertainty_score":0.1049453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772042615418685,"score_gpt":0.3202216776012508,"score_spread":0.2725012514470639,"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."}}