{"id":"W4411705749","doi":"10.1108/lm-03-2025-0045","title":"Library involvement in academic program review: an exploratory survey of the Canadian perspective","year":2025,"lang":"en","type":"article","venue":"Library Management","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Workflow; Originality; Value (mathematics); Work (physics); Exploratory research; Schedule; Academic library; Perspective (graphical); Library classification; Public relations; Quality (philosophy); Sociology; Library science; Computer science; Political science; Qualitative research; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04400176,0.0003731193,0.001000723,0.008207504,0.02271486,0.0147532,0.003543453,0.001898343,0.006302086],"category_scores_gemma":[0.112985,0.0009772764,0.0005743095,0.01834979,0.00715726,0.005027612,0.008136915,0.003182567,0.0007076596],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1229129,"about_ca_system_score_gemma":0.3061076,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9110173,"about_ca_topic_score_gemma":0.9299782,"domain_scores_codex":[0.9247102,0.03110097,0.003672897,0.00272061,0.02510873,0.01268655],"domain_scores_gemma":[0.7783211,0.07270791,0.02341813,0.003620635,0.07578374,0.04614851],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002355743,0.0003433337,0.1100424,0.001745827,0.00008353224,0.001471212,0.7905379,0.0001224491,0.0008698674,0.004093847,0.02429691,0.06615706],"study_design_scores_gemma":[0.00002593515,0.0001843235,0.1138745,0.001126685,0.0000607635,0.0004903962,0.718561,0.000185568,0.0003313007,0.000305132,0.1647326,0.0001218095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8916456,0.008097782,0.00121739,0.04047845,0.0002440281,0.0008169236,0.001212055,0.000131237,0.05615649],"genre_scores_gemma":[0.9751307,0.008511646,0.0009657016,0.00756436,0.0001084286,0.00030872,0.0003325103,0.00008314176,0.006994672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9559982,"threshold_uncertainty_score":0.8917995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03847954432387145,"score_gpt":0.3326471149478005,"score_spread":0.2941675706239291,"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."}}