{"id":"W1968937125","doi":"10.1504/ijeh.2004.005869","title":"M-healthcare for patient self-management: a case for diabetics","year":2004,"lang":"en","type":"article","venue":"International Journal of Electronic Healthcare","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Engineering and Physical Sciences Research Council","keywords":"Intervention (counseling); Medical emergency; Health care; Medicine; Self-management; Disease management; Value proposition; Nursing; Business; Health management system; Computer science; Alternative medicine; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001443149,0.0002481039,0.0004727059,0.0004144568,0.0008758362,0.00001827998,0.0005007797,0.0002768558,0.0000243685],"category_scores_gemma":[0.000256796,0.0002342682,0.0002683135,0.0002350679,0.00003103295,0.0001668488,0.00006792586,0.0009632147,0.00001819957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003238877,"about_ca_system_score_gemma":0.004978157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002859728,"about_ca_topic_score_gemma":0.001027968,"domain_scores_codex":[0.9954444,0.0002081685,0.002022007,0.0003552889,0.0005646087,0.001405573],"domain_scores_gemma":[0.9935004,0.0006809087,0.001471526,0.0003095053,0.003342051,0.0006956102],"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":[0.001622452,0.0007109372,0.001151448,0.004349147,0.0005393705,0.0002530145,0.004998076,0.0002518879,0.00001915914,0.797047,0.01072532,0.1783322],"study_design_scores_gemma":[0.008214829,0.002355614,0.0001672761,0.0006680728,0.00009421432,0.0007996401,0.002942305,0.0001551871,0.00004771187,0.07143529,0.9128572,0.0002627063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2689708,0.01645414,0.1176207,0.5424516,0.01442977,0.03653207,0.001996431,0.0004315564,0.001112941],"genre_scores_gemma":[0.9613624,0.002534972,0.01466255,0.01336855,0.001717989,0.006089034,0.0001037567,0.00007370902,0.00008702399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9021319,"threshold_uncertainty_score":0.9553181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02740208829921175,"score_gpt":0.4284309870452905,"score_spread":0.4010288987460787,"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."}}