{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00777196,0.0005945861,0.0004440344,0.002692756,0.01491532,0.02419821,0.0026314,0.004361707,0.06741761],"category_scores_gemma":[0.01676231,0.0005538648,0.0004896398,0.002758993,0.01235229,0.01438271,0.008053996,0.006029042,0.01723695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02032191,"about_ca_system_score_gemma":0.04630367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.313218,"about_ca_topic_score_gemma":0.5101366,"domain_scores_codex":[0.9935032,0.001733936,0.000211373,0.0006669685,0.002725673,0.001158931],"domain_scores_gemma":[0.9934751,0.001156699,0.0001908002,0.0007368287,0.003152843,0.001287681],"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":[0.00004296449,0.0000359873,0.0007239543,0.0002083963,0.00000674927,0.0004216054,0.0300046,0.0001877697,0.0009166402,0.3330362,0.5044855,0.1299296],"study_design_scores_gemma":[0.000001779476,0.000003450476,0.0001824396,0.0001031099,0.00000137038,0.00004645552,0.00613812,0.0000403219,0.0000659233,0.009161836,0.9842461,0.000009203269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.007740727,0.008601394,0.0244823,0.1806496,0.007568046,0.0003117893,0.0008106821,0.0008049016,0.7690307],"genre_scores_gemma":[0.1166114,0.009730387,0.03463725,0.03834753,0.001138377,0.0003588373,0.0009701796,0.001871808,0.7963341],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.313218,"threshold_uncertainty_score":0.6227898,"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."}}