{"id":"W4408072603","doi":"10.1016/j.acalib.2025.103027","title":"Academic librarian schedules and workspaces","year":2025,"lang":"en","type":"article","venue":"The Journal of Academic Librarianship","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Workspace; Computer science; Multimedia; World Wide Web; Artificial intelligence","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":[0.005089995,0.0003720885,0.0004686632,0.007238984,0.003476562,0.007499943,0.001904446,0.000557343,0.07663962],"category_scores_gemma":[0.03746142,0.0006438448,0.0006006326,0.007082818,0.0006744203,0.004337888,0.003542468,0.0007584792,0.0167325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002738684,"about_ca_system_score_gemma":0.004422716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005726124,"about_ca_topic_score_gemma":0.006878571,"domain_scores_codex":[0.9936687,0.002130358,0.0008169853,0.0006596369,0.00174898,0.0009753618],"domain_scores_gemma":[0.9596113,0.01084199,0.006408203,0.004556064,0.009862501,0.008720019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003077954,0.001273544,0.1507989,0.0009818976,0.0001143301,0.0003000164,0.009117727,0.002904359,0.003737689,0.01850388,0.08705422,0.7221355],"study_design_scores_gemma":[0.00046757,0.00161048,0.5411975,0.0005718885,0.0002305253,0.001120929,0.03059204,0.002152,0.007690741,0.01009638,0.4040203,0.0002496853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6274136,0.002960782,0.01287524,0.003273935,0.0005280722,0.0004689312,0.01088553,0.00348696,0.338107],"genre_scores_gemma":[0.9167311,0.000869962,0.009447835,0.0002306057,0.0002549104,0.0002176261,0.004623433,0.00078428,0.06684026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07663962,"threshold_uncertainty_score":0.2563851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02943312271236372,"score_gpt":0.3035815189910803,"score_spread":0.2741483962787166,"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."}}