{"id":"W4414898282","doi":"10.21083/partnership.v20i1.8169","title":"Accessibility in Collection Development in Academic Libraries in Manitoba, Nova Scotia, and Ontario","year":2025,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collection development; Legislation; Legislature; Academic library; Data collection; Selection (genetic algorithm)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003911162,0.0002324511,0.0004399488,0.003834117,0.01277533,0.005270748,0.00132273,0.0004321136,0.002537811],"category_scores_gemma":[0.01449148,0.0004027172,0.0002776318,0.0130913,0.006573065,0.001300414,0.003853754,0.0007164704,0.000131887],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1617732,"about_ca_system_score_gemma":0.2130399,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955999,"about_ca_topic_score_gemma":0.9984648,"domain_scores_codex":[0.9938887,0.001206808,0.0003488043,0.0003571084,0.001884596,0.002313991],"domain_scores_gemma":[0.9816396,0.005029158,0.002889846,0.0003981616,0.006085995,0.00395725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003480375,0.0001745386,0.6420917,0.0009065064,0.00007158829,0.001851973,0.2554983,0.001016708,0.001387917,0.01460542,0.005422243,0.07662497],"study_design_scores_gemma":[0.00001387061,0.0000437976,0.7865929,0.0002826552,0.00002872481,0.0001588343,0.1931227,0.0003096554,0.0004134292,0.0005007047,0.01848739,0.00004542861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763752,0.001820655,0.0002373052,0.002422671,0.00001881562,0.0001310857,0.0005014118,0.00002147429,0.01847131],"genre_scores_gemma":[0.9954082,0.0008608897,0.0002587009,0.0001382621,0.00000482319,0.00002985059,0.0001067125,0.000007400656,0.003185085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1617732,"threshold_uncertainty_score":0.9722242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1092718251519067,"score_gpt":0.3106248051768703,"score_spread":0.2013529800249636,"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."}}