{"id":"W4388451266","doi":"10.36227/techrxiv.24459988.v1","title":"Clinical IoT in Practice: A Novel Design and Implementation of a Multi-functional Digital Stethoscope for Remote Health Monitoring","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Stethoscope; Computer science; Embedded system; Real-time computing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004968811,0.0005084826,0.0003447468,0.0003796679,0.0002385772,0.001045158,0.001315622,0.001539708,0.003368171],"category_scores_gemma":[0.001018491,0.0003420912,0.0002765041,0.0001649138,0.0003463677,0.0009077067,0.001260968,0.0005353502,0.001992653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174807,"about_ca_system_score_gemma":0.0003731615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001597848,"about_ca_topic_score_gemma":0.0003128928,"domain_scores_codex":[0.9990981,0.0002141425,0.00007073086,0.0001929258,0.000347048,0.00007703088],"domain_scores_gemma":[0.9995884,0.00009384684,0.00005750881,0.00006378377,0.0001201536,0.00007625759],"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":[0.0007268524,0.0004177614,0.005820956,0.0007797892,0.0001011845,0.003051837,0.000967127,0.004955451,0.5179778,0.01541425,0.009568407,0.4402186],"study_design_scores_gemma":[0.0004598268,0.005410408,0.01658211,0.0006083083,0.000339958,0.02828768,0.0007515638,0.271852,0.3540256,0.01149753,0.3098823,0.0003028119],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04926126,0.00152514,0.9257022,0.001573524,0.0004732981,0.000535707,0.0001178535,0.002059646,0.01875134],"genre_scores_gemma":[0.5130888,0.001033451,0.4679267,0.001696007,0.0002701484,0.0005007045,0.0001386909,0.0002232877,0.01512223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003368171,"threshold_uncertainty_score":0.01126766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.255032733969382,"score_gpt":0.5196928743223463,"score_spread":0.2646601403529643,"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."}}