{"id":"W4414116295","doi":"10.64508/nmau8496","title":"Collections and Electronic Resources Updates - 2024 Q4","year":2025,"lang":"en","type":"report","venue":"","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Publication; Resource (disambiguation); Information system; Information access; Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003932121,0.001397455,0.001057204,0.007528502,0.00399622,0.008542695,0.002061123,0.003059876,0.767558],"category_scores_gemma":[0.02409402,0.00102887,0.0009531497,0.009762745,0.0007262712,0.004586238,0.003106413,0.002466729,0.7694134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003775155,"about_ca_system_score_gemma":0.01678708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0459845,"about_ca_topic_score_gemma":0.04595786,"domain_scores_codex":[0.9916577,0.0005514041,0.0003942552,0.0003727011,0.006234493,0.00078942],"domain_scores_gemma":[0.9795105,0.001546547,0.0005607081,0.001400977,0.0144587,0.002522474],"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":[0.00001097241,0.00002382025,0.00008652019,0.00004116712,7.374438e-7,0.000005703806,0.000009623204,0.00001205839,0.00003722607,0.0003571774,0.9913471,0.008067881],"study_design_scores_gemma":[0.00001402102,0.00001961521,0.001219885,0.00008179765,0.000001761343,0.00001448005,0.00006154427,0.00002780767,0.000107429,0.0001770442,0.9982634,0.00001130658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005427399,0.0003733322,0.0004320981,0.002846076,0.005137667,0.001231031,0.130181,0.003577248,0.8556787],"genre_scores_gemma":[0.001387965,0.0005446132,0.001011513,0.001396317,0.000660799,0.0008959938,0.06602969,0.0009691732,0.9271039],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.767558,"threshold_uncertainty_score":0.3315503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331116236181475,"score_gpt":0.2455110976485904,"score_spread":0.2321999352867756,"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."}}