{"id":"W4412396145","doi":"10.4018/ijkm.384590","title":"Evaluating Canada's Position in AI Adoption for eHealth System","year":2025,"lang":"en","type":"article","venue":"International Journal of Knowledge Management","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"eHealth; Position (finance); Position paper; Computer science; Business; World Wide Web; Political science; Health care; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003683598,0.0001172427,0.0002908853,0.0006186876,0.0001875199,0.00001397762,0.000384352,0.00007855365,0.00001615072],"category_scores_gemma":[0.0001633257,0.0001112916,0.00006969005,0.0002349703,0.000008023135,0.000109073,0.0000849594,0.0004416833,0.0000117175],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01111877,"about_ca_system_score_gemma":0.003562253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01693621,"about_ca_topic_score_gemma":0.2066523,"domain_scores_codex":[0.9969097,0.0005574324,0.001508137,0.0001665495,0.0004758296,0.0003823611],"domain_scores_gemma":[0.9972224,0.0004549117,0.0007140891,0.0001243951,0.001402662,0.00008159707],"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":[0.001994709,0.0005743522,0.04026075,0.01626622,0.001141402,0.0001433406,0.002710595,0.001871522,0.0001554435,0.500249,0.1236059,0.3110267],"study_design_scores_gemma":[0.02531421,0.0012094,0.1270906,0.05076173,0.0003433926,0.00007591636,0.02532275,0.08672996,0.0001041838,0.00488884,0.6774178,0.0007412012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2992488,0.007411784,0.2036964,0.07066699,0.09719567,0.01285224,0.0001071075,0.0001633854,0.3086576],"genre_scores_gemma":[0.9931608,0.00006488107,0.001322407,0.001266774,0.0007987827,0.0002058811,0.00001354403,0.00001471083,0.003152199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.693912,"threshold_uncertainty_score":0.9926774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05629522537571863,"score_gpt":0.5082868732428037,"score_spread":0.4519916478670851,"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."}}