{"id":"W4417144783","doi":"10.33137/cjal-rcbu.v11.46188","title":"Knowing Our Value and Our Values: Toward an Ethical Practice of Library Assessment, by Scott W. H. Young","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Value (mathematics); Focus (optics); Ethical issues; Value theory","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":[0.03943983,0.0007947948,0.0008917365,0.002222644,0.01230653,0.02044024,0.001838762,0.01016141,0.003002053],"category_scores_gemma":[0.07925993,0.0007618644,0.0005637538,0.002790615,0.03709545,0.02201647,0.00858816,0.01742932,0.001500401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009058863,"about_ca_system_score_gemma":0.03069777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02945029,"about_ca_topic_score_gemma":0.05238144,"domain_scores_codex":[0.9583419,0.02881518,0.00172385,0.001470848,0.008601317,0.001046983],"domain_scores_gemma":[0.9432062,0.04189181,0.00211501,0.001049143,0.008827858,0.002910069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004602993,0.00005281062,0.0004403323,0.0004536181,0.00001631469,0.0003638644,0.06284098,0.0001930121,0.0003094575,0.1608135,0.7130426,0.06142759],"study_design_scores_gemma":[0.00001746958,0.00003327681,0.0009346052,0.001885253,0.000009747185,0.0003930496,0.05066464,0.0003277245,0.0003438824,0.1353643,0.8099223,0.0001036536],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001145349,0.04949568,0.003984004,0.916634,0.009118462,0.00009048443,0.00002370014,0.00004134217,0.01946699],"genre_scores_gemma":[0.1552291,0.1858989,0.02552161,0.5073816,0.01805263,0.0008163225,0.00009901198,0.0004846954,0.1065162],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03943983,"threshold_uncertainty_score":0.2085803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0322146031439329,"score_gpt":0.358700993785013,"score_spread":0.3264863906410801,"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."}}