{"id":"W4316923454","doi":"10.2196/38439","title":"Nighttime Continuous Contactless Smartphone-Based Cough Monitoring for the Ward: Validation Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Wearable computer; Asthma; Continuous monitoring; COPD; Chronic cough; Smartphone application; Computer science; Intensive care medicine; Embedded system; Internal medicine; Multimedia","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":[0.001528736,0.000581191,0.0005578942,0.0003767047,0.0002421698,0.0004209278,0.0007140196,0.0007232078,0.0009478949],"category_scores_gemma":[0.003329166,0.0001782946,0.000508375,0.0001974554,0.0004806199,0.0003191866,0.000479194,0.0003262721,0.00063193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002817363,"about_ca_system_score_gemma":0.0004864188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001468672,"about_ca_topic_score_gemma":0.002185955,"domain_scores_codex":[0.9992204,0.0003038921,0.00007234231,0.0001501279,0.0001862422,0.00006696935],"domain_scores_gemma":[0.9975732,0.0008112543,0.0002700541,0.0003518399,0.000775394,0.0002183228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01120181,0.01984539,0.5484576,0.004242572,0.001520085,0.002614238,0.003681996,0.0154205,0.1766204,0.0005990975,0.006271875,0.2095245],"study_design_scores_gemma":[0.001396496,0.05127969,0.8078569,0.0003509151,0.0008461156,0.003835351,0.002292782,0.08101749,0.04385576,0.0003065697,0.006795408,0.0001666093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951733,0.000135859,0.003379077,0.00003237739,0.00002611181,0.000349492,0.0004628417,0.00008692355,0.0003539826],"genre_scores_gemma":[0.9915873,0.000180975,0.005972996,0.0001139928,0.00003001712,0.0003895955,0.001300668,0.00001546219,0.000408878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001528736,"threshold_uncertainty_score":0.008084834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1362706090078299,"score_gpt":0.466762517043065,"score_spread":0.3304919080352351,"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."}}