{"id":"W4388306402","doi":"10.2196/51065","title":"Impact of Remote Patient Monitoring Platform on Patients With Moderate to Severe Persistent Asthma: Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Asthma; Medicine; Intensive care medicine; Emergency medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001842931,0.0003042087,0.0007415632,0.000582075,0.001275355,0.001118455,0.0004882425,0.000942978,0.00283323],"category_scores_gemma":[0.00535436,0.000370634,0.001353049,0.0008708162,0.0003840694,0.001018478,0.001080217,0.002061725,0.0004963698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006375481,"about_ca_system_score_gemma":0.0009453465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003794027,"about_ca_topic_score_gemma":0.004864741,"domain_scores_codex":[0.9981982,0.0005036001,0.0002964473,0.0002932994,0.0004047872,0.0003036649],"domain_scores_gemma":[0.9953219,0.001126025,0.001907384,0.000242746,0.000574522,0.0008274087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006205612,0.001686749,0.9926648,0.0001647094,0.0001487162,0.0002051426,0.0008759532,0.00003990023,0.0001483436,0.0000219004,0.0003826995,0.003040615],"study_design_scores_gemma":[0.0001329081,0.005764499,0.9880711,0.0001231648,0.0002200597,0.0005662688,0.00354214,0.000318442,0.00008613407,0.00002653826,0.001120726,0.00002801791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99875,0.0002747847,0.00005808934,0.00006085854,0.000008366058,0.0001338139,0.00026185,0.000002534397,0.000449825],"genre_scores_gemma":[0.9991164,0.0001455553,0.0001080269,0.0001337007,0.00001935782,0.000131039,0.0002276982,0.000001953536,0.0001162612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003794027,"threshold_uncertainty_score":0.009746492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2847659274852863,"score_gpt":0.544285243627267,"score_spread":0.2595193161419808,"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."}}