{"id":"W4292730315","doi":"10.2196/40468","title":"Digital Platform to Continuously Monitor Patients Using a Smartwatch: Preliminary Report","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Samsung; Samsung Eletrônica da Amazônia","keywords":"Smartwatch; Vital signs; Digital health; Medicine; Continuous monitoring; Computer science; Health care; Wearable computer; Embedded system; Engineering; Operations management; 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":[0.004338036,0.0008427981,0.0005150464,0.0006440071,0.0003519766,0.0012186,0.0009542356,0.0009902404,0.008763711],"category_scores_gemma":[0.006054447,0.0002177885,0.001004403,0.0004179693,0.0004811255,0.0009831103,0.001175197,0.000766395,0.003291559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002693407,"about_ca_system_score_gemma":0.0009383489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007335229,"about_ca_topic_score_gemma":0.0006347586,"domain_scores_codex":[0.9978808,0.0009902137,0.0002212628,0.0001925451,0.0005063492,0.0002087715],"domain_scores_gemma":[0.9961292,0.001350913,0.0002354607,0.0003975175,0.001337785,0.0005491067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008362704,0.02110763,0.1536277,0.00470399,0.0005390287,0.003928794,0.003217095,0.001805031,0.07875711,0.001265048,0.01415907,0.7085267],"study_design_scores_gemma":[0.003373818,0.319343,0.3417907,0.00266688,0.002015587,0.0143581,0.007122668,0.009632699,0.1133332,0.001171866,0.1848413,0.0003503486],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9196318,0.007050785,0.04448583,0.002428105,0.0008600368,0.01019317,0.001737099,0.0007233801,0.01288985],"genre_scores_gemma":[0.8698894,0.01122727,0.08529401,0.002343236,0.0009762503,0.009359163,0.005284273,0.0002023371,0.01542412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008763711,"threshold_uncertainty_score":0.0293175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04816789702417105,"score_gpt":0.3357582180091082,"score_spread":0.2875903209849371,"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."}}