{"id":"W7119013122","doi":"10.5281/zenodo.18176934","title":"The Future of International Student Enrollment in Canada, 2026","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Audit; Computer forensics; Digital forensics; Confidentiality; Web site; Information assurance; EXPOSE","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":[],"consensus_categories":[],"category_scores_codex":[0.001936968,0.0004459683,0.0004963985,0.002543199,0.0066962,0.008524048,0.001999349,0.001767907,0.03470461],"category_scores_gemma":[0.004450798,0.0002397961,0.0004921577,0.004032641,0.001359282,0.001968935,0.003314046,0.003027993,0.005057781],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05604919,"about_ca_system_score_gemma":0.1373128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9543436,"about_ca_topic_score_gemma":0.9750884,"domain_scores_codex":[0.996402,0.0001162948,0.00007202141,0.0002081283,0.0009752557,0.002226249],"domain_scores_gemma":[0.9840919,0.0001486545,0.0003058975,0.00006496959,0.003742386,0.01164617],"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":[0.0002837435,0.0002243329,0.09431352,0.0002850623,0.00003179952,0.0002982169,0.00179086,0.0003611647,0.0002977321,0.03445694,0.5735296,0.294127],"study_design_scores_gemma":[0.00006618651,0.0001347167,0.2460881,0.0007012841,0.0000320866,0.0002108866,0.008166671,0.0009221089,0.0003340176,0.002366432,0.740909,0.00006852574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1669517,0.03343449,0.001397004,0.3413906,0.01213739,0.0002509071,0.03641169,0.0009829642,0.4070433],"genre_scores_gemma":[0.6348993,0.01833064,0.001338666,0.02114653,0.001476102,0.0001418548,0.01196234,0.0003090994,0.3103954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9439508,"threshold_uncertainty_score":0.4066672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00862743204982253,"score_gpt":0.2338638494112289,"score_spread":0.2252364173614064,"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."}}