{"id":"W4412073843","doi":"10.33137/cjal-rcbu.v11.43905","title":"Big Deal Cancellations and Influences on Librarian Decision-Making","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Ottawa; Western University","funders":"","keywords":"Computer science; Operations research; Data science; Management science; Mathematics; Engineering","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02663209,0.0003421742,0.0004827545,0.003726898,0.01651332,0.01352382,0.001480845,0.001324913,0.006484465],"category_scores_gemma":[0.08970129,0.0005682438,0.0005775581,0.004704968,0.007489008,0.003265231,0.005877972,0.002562928,0.0008046681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0238523,"about_ca_system_score_gemma":0.03665481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2676824,"about_ca_topic_score_gemma":0.2965625,"domain_scores_codex":[0.9514392,0.02815517,0.002845042,0.00199122,0.008552982,0.007016322],"domain_scores_gemma":[0.8743306,0.08299429,0.01201403,0.00273531,0.01484221,0.01308351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001144496,0.0007426662,0.2666922,0.000712173,0.0001872548,0.002398174,0.5713924,0.001562731,0.001856378,0.01644954,0.01387366,0.1229884],"study_design_scores_gemma":[0.00006749309,0.0001873033,0.1937255,0.0003787458,0.00007453553,0.0002699134,0.7465862,0.001547437,0.001197588,0.004750157,0.05099128,0.0002237789],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484619,0.0007516522,0.001976724,0.006256416,0.00009430384,0.0002220781,0.0001214717,0.00006899686,0.04204642],"genre_scores_gemma":[0.9946792,0.0003171071,0.0009452149,0.0005722241,0.00002116857,0.00004016483,0.00005442133,0.00002923277,0.003341276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9864762,"threshold_uncertainty_score":0.5322487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349038015441111,"score_gpt":0.2479413685847905,"score_spread":0.2244509884303794,"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."}}