{"id":"W4411298036","doi":"10.1016/j.cjco.2025.06.005","title":"Variation in Availability of Continuous Ambulatory Electrocardiographic Monitors Across Canadian Provinces","year":2025,"lang":"en","type":"article","venue":"CJC Open","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital; University of New Brunswick; Université de Montréal; Ontario Stroke Network; McMaster University; Memorial University of Newfoundland; Regina General Hospital; Population Health Research Institute; University of Alberta; Université Laval; Montreal Heart Institute; University of British Columbia; University of Calgary; Vancouver General Hospital; University of Ottawa; Libin Cardiovascular Institute of Alberta; Dalhousie University; Hamilton Health Sciences","funders":"","keywords":"Variation (astronomy); Ambulatory; Environmental science; Ambulatory ECG; Medicine; Internal medicine; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003319213,0.0003114147,0.0005386367,0.003374557,0.002196897,0.001679813,0.002369566,0.0003618016,0.001952108],"category_scores_gemma":[0.02247196,0.0003322975,0.000800137,0.008338542,0.0008926785,0.0004135595,0.001146852,0.0005056568,0.0001590329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04426565,"about_ca_system_score_gemma":0.04587759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993183,"about_ca_topic_score_gemma":0.9947532,"domain_scores_codex":[0.9928778,0.0008086165,0.0007761163,0.001011676,0.003138329,0.001387508],"domain_scores_gemma":[0.9758816,0.00449948,0.003507743,0.00102101,0.01257459,0.002515624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003173869,0.00002461725,0.9531631,0.0003328176,0.0002700632,0.0002110387,0.002080373,0.00173879,0.0005006014,0.0008117941,0.008584662,0.03196481],"study_design_scores_gemma":[0.000009099149,0.00001582074,0.9929551,0.0001259621,0.00004695776,0.00008540237,0.001167152,0.0008589409,0.0001462189,0.00005642664,0.004502582,0.00003040264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9354694,0.004802393,0.002015318,0.003928944,0.00008885949,0.0002243631,0.03627915,0.0001981146,0.01699333],"genre_scores_gemma":[0.9942492,0.0007535749,0.0008735027,0.0002610261,0.000008613337,0.00003784123,0.00311842,0.00002290027,0.0006749242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04426565,"threshold_uncertainty_score":0.3211712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008428859072104979,"score_gpt":0.2988027394518444,"score_spread":0.2903738803797394,"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."}}