{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005466405,0.0001627702,0.0002375167,0.000528666,0.0003504729,0.001490469,0.0008663305,0.0001450246,0.0001897703],"category_scores_gemma":[0.00004323006,0.0001244903,0.00006501075,0.001575677,0.00004650807,0.002232033,0.0004164286,0.0002333641,0.00006790545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009574555,"about_ca_system_score_gemma":0.001965916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00029357,"about_ca_topic_score_gemma":0.0000346305,"domain_scores_codex":[0.9983566,0.00003315757,0.0003932329,0.0003558102,0.0005578729,0.0003033405],"domain_scores_gemma":[0.9990618,0.00006823659,0.0001580582,0.0004806571,0.0001581887,0.00007302126],"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":[3.605579e-7,0.000004436401,0.00008959968,0.00004649868,0.00002217696,8.13673e-7,0.0003651502,0.000002890214,0.000001649806,0.008176222,0.9876071,0.003683115],"study_design_scores_gemma":[0.00004550875,0.00003786486,0.00008013304,0.00004810126,0.000002798355,0.00005715474,0.0001230158,0.002400922,0.00003760236,0.0007518473,0.9962651,0.0001500019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001090004,0.001274535,0.01073139,0.001069682,0.001667908,0.0002171748,0.00000849565,0.0002320239,0.9846898],"genre_scores_gemma":[0.002917005,0.001787963,0.0006116806,0.0005813357,0.0001598407,0.00003088002,0.00001560854,0.000004152358,0.9938915],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01011971,"threshold_uncertainty_score":0.9995461,"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."}}