{"id":"W4412685970","doi":"10.1503/cmaj.250488","title":"Ensuring the sovereignty and security of Canadian health data","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Children's Hospital of Eastern Ontario","funders":"","keywords":"Computer science; Sovereignty; Computer security; Data science; Internet privacy; Political science; Politics; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.06175321,0.0004380953,0.00101163,0.004154322,0.014457,0.02492728,0.004135882,0.005819416,0.0104438],"category_scores_gemma":[0.191752,0.001011581,0.0008234433,0.006095866,0.01527348,0.006721025,0.01011051,0.009399088,0.001472082],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1123046,"about_ca_system_score_gemma":0.4312645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9653385,"about_ca_topic_score_gemma":0.956962,"domain_scores_codex":[0.9144337,0.01646756,0.004843767,0.005458174,0.04598283,0.01281389],"domain_scores_gemma":[0.7631702,0.06744597,0.007009771,0.02437621,0.1170656,0.02093226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001214734,0.00002258909,0.01088494,0.0004528406,0.0001133736,0.0006028384,0.01223602,0.001274168,0.0005828501,0.6880149,0.2205113,0.06518279],"study_design_scores_gemma":[0.00005136263,0.0000233822,0.01432846,0.00136392,0.00007404695,0.0003323292,0.005521482,0.001676139,0.0009477602,0.08387175,0.8916194,0.0001898485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02202665,0.007466794,0.01864195,0.6206802,0.001920346,0.0004794966,0.004756217,0.0002648834,0.3237634],"genre_scores_gemma":[0.7839816,0.008729338,0.02969939,0.08708237,0.001458822,0.0004068117,0.004049486,0.0003269017,0.08426538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8876954,"threshold_uncertainty_score":0.8148304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2290429906088358,"score_gpt":0.5003747401098341,"score_spread":0.2713317495009983,"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."}}