{"id":"W4407113918","doi":"10.3389/fdgth.2025.1523401","title":"Navigating the landscape of remote patient monitoring in Canada: trends, challenges, and future directions","year":2025,"lang":"en","type":"article","venue":"Frontiers in Digital Health","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université de Montréal","funders":"","keywords":"Interoperability; Health care; Transformative learning; Context (archaeology); Business; Sustainable development; Environmental resource management; Environmental planning; Process management; Political science; Computer science; Geography; Psychology","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":[0.004283418,0.0004636445,0.0004333772,0.003288633,0.008793279,0.009928836,0.002118846,0.001297351,0.005968126],"category_scores_gemma":[0.00950041,0.0002850564,0.0005069632,0.008724852,0.0050472,0.003815995,0.004194951,0.003310956,0.0003191939],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1372714,"about_ca_system_score_gemma":0.2591768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9932156,"about_ca_topic_score_gemma":0.9955394,"domain_scores_codex":[0.9945332,0.0007512611,0.000191488,0.0004842672,0.002243244,0.001796535],"domain_scores_gemma":[0.988098,0.002160184,0.0009362061,0.0001758484,0.006068832,0.002560997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002078504,0.0002072236,0.1488272,0.003940258,0.0001272828,0.001674269,0.05983435,0.003545116,0.003538182,0.1439524,0.1250663,0.5090796],"study_design_scores_gemma":[0.00002425764,0.000156977,0.263907,0.004236766,0.0001430498,0.0009003518,0.1508981,0.004641056,0.001408758,0.012718,0.5606475,0.0003181689],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2662489,0.06450144,0.009907677,0.5024271,0.00101052,0.0002927007,0.005126792,0.0006179301,0.149867],"genre_scores_gemma":[0.9013542,0.05418826,0.01217428,0.01995898,0.0003328482,0.00008788567,0.001502415,0.000135253,0.01026587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8627286,"threshold_uncertainty_score":0.9959782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165116015700113,"score_gpt":0.3091629660662497,"score_spread":0.2926513644962384,"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."}}