{"id":"W4220803391","doi":"10.2196/32205","title":"Performance of an eHealth (NOMHAD) System Comprising Telemonitoring, Telenotification, and Telecoaching for Patients With Multimorbidity: Proof-of-Concept Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vital signs; Medicine; eHealth; Telemedicine; Blood pressure; Health care; Medical emergency; Physical therapy; Internal medicine; Surgery","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":[0.003170372,0.0007438464,0.0007855312,0.0003439299,0.000231779,0.0005027556,0.0007002762,0.0006875097,0.0014618],"category_scores_gemma":[0.001972484,0.0002289311,0.0007008273,0.0001575798,0.0004350204,0.0006128881,0.0006499967,0.0004897437,0.0001812929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002799071,"about_ca_system_score_gemma":0.000573877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005169294,"about_ca_topic_score_gemma":0.0003523701,"domain_scores_codex":[0.9991488,0.0003519801,0.0000668193,0.0001098429,0.0002006068,0.0001219459],"domain_scores_gemma":[0.9988073,0.0004710833,0.0001808727,0.00009119289,0.0002412559,0.0002082856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.06733973,0.09511025,0.05755714,0.004095312,0.001318397,0.0008006567,0.001213235,0.00952132,0.5536785,0.0004443247,0.002299798,0.2066213],"study_design_scores_gemma":[0.00772018,0.7014526,0.08838407,0.0001182271,0.001076417,0.001052606,0.0005200633,0.02346552,0.1726437,0.0001134674,0.003323267,0.0001299687],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954845,0.0002369508,0.003319227,0.00004499867,0.00004015091,0.0005186587,0.0001122214,0.00005878109,0.0001845729],"genre_scores_gemma":[0.983064,0.0002740801,0.01480392,0.0001408001,0.00004986573,0.000953514,0.0002762487,0.00001230913,0.0004252142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003170372,"threshold_uncertainty_score":0.01676673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0737344489855343,"score_gpt":0.4117237373074081,"score_spread":0.3379892883218738,"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."}}