{"id":"W4399424056","doi":"10.25071/1708-6701.40484","title":"Navigating the New Normal","year":2024,"lang":"en","type":"article","venue":"CAML Review / Revue de l ACBM","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of British Columbia; University of Toronto","funders":"","keywords":"Thursday; Presentation (obstetrics); Subject (documents); Selection (genetic algorithm); Collection development; Library science; Resource (disambiguation); Computer science; World Wide Web; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002906721,0.0001095442,0.0001385911,0.00001893578,0.000118195,0.0007180495,0.0007499955,0.00002754342,0.00006470541],"category_scores_gemma":[0.0001345747,0.00007171276,0.0001126691,0.0009520609,0.00001770632,0.000919803,0.0002379608,0.0002581946,0.000377833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003443556,"about_ca_system_score_gemma":0.0002187371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005408615,"about_ca_topic_score_gemma":0.000001225989,"domain_scores_codex":[0.9991273,0.00004346042,0.0002262758,0.0002380086,0.0001468548,0.000218066],"domain_scores_gemma":[0.9993713,0.0001481627,0.00004159434,0.0003115058,0.00001934412,0.0001080742],"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":[5.177172e-7,0.000004431932,0.0001450967,0.0008910726,0.00001486835,0.00005075139,0.0006422607,0.000004086513,0.00001364465,0.03592724,0.2062027,0.7561034],"study_design_scores_gemma":[0.00002783714,0.00001216011,0.0001285257,0.003051931,0.000007216427,0.0001563934,0.000004026253,0.00181279,0.0001721647,0.001844398,0.9926698,0.0001127156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002205354,0.5968441,0.08122791,0.1337668,0.001846535,0.0008322429,0.000002590678,0.001131787,0.1821426],"genre_scores_gemma":[0.1825377,0.1956423,0.10247,0.1183763,0.007432342,0.0005187822,0.00005654592,0.0002089733,0.3927571],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7864672,"threshold_uncertainty_score":0.6924168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01625732836798602,"score_gpt":0.2620603537797326,"score_spread":0.2458030254117466,"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."}}