{"id":"W4393956330","doi":"10.2196/55361","title":"The Accuracy of Pulse Oxygen Saturation, Heart Rate, Blood Pressure, and Respiratory Rate Raised by a Contactless Telehealth Portal: Validation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telehealth; Heart rate; Oxygen saturation; Respiratory rate; Pulse rate; Blood pressure; Medicine; Respiratory system; Cardiology; Pulse (music); Saturation (graph theory); Materials science; Oxygen; Biomedical engineering; Internal medicine; Computer science; Physics; Mathematics; Telemedicine; Telecommunications; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003163354,0.0001889457,0.0002344989,0.0002404483,0.0003497835,0.0003602769,0.0002307149,0.0000802606,0.00001863173],"category_scores_gemma":[0.0003382924,0.0001415296,0.00004273773,0.000730082,0.0001282029,0.001005016,0.0001124286,0.0006209611,0.00002008992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005123333,"about_ca_system_score_gemma":0.0001415866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005252709,"about_ca_topic_score_gemma":0.00001594631,"domain_scores_codex":[0.9974902,0.0007316556,0.0005001085,0.000246869,0.000565936,0.0004652874],"domain_scores_gemma":[0.9972668,0.001843836,0.00006160722,0.0003190029,0.0003744435,0.0001343235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002155547,0.0003219041,0.004891795,0.001945554,0.0009875989,0.00003105051,0.01699883,0.0001810994,0.9328699,0.0007439007,0.0359005,0.004912275],"study_design_scores_gemma":[0.002925528,0.001937937,0.1097446,0.00061803,0.0001188879,0.00001532351,0.009513178,0.001985281,0.8291346,0.0007726384,0.04254119,0.0006927249],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909598,0.005416615,0.0001070976,0.0001200006,0.000233592,0.00203356,0.00006975282,0.0001528899,0.0009067537],"genre_scores_gemma":[0.9990323,0.0002205656,0.000009530051,0.000008395356,0.0001095486,0.0004517635,0.00001733955,0.0000457204,0.0001048127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1048528,"threshold_uncertainty_score":0.5771409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03748838783155439,"score_gpt":0.3654358863491644,"score_spread":0.32794749851761,"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."}}