{"id":"W3176253722","doi":"10.2196/23109","title":"The Utility of Real-Time Remote Auscultation Using a Bluetooth-Connected Electronic Stethoscope: Open-Label Randomized Controlled Pilot Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stethoscope; Auscultation; Bluetooth; Medicine; Session (web analytics); Headset; Telemedicine; Randomized controlled trial; Heart sounds; Physical therapy; Computer science; Wireless; Telecommunications; Surgery; Health care; Internal medicine","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":[0.005560554,0.0002440573,0.002025846,0.0001435416,0.0005069331,0.00007146812,0.0001398242,0.0001343949,0.0000388317],"category_scores_gemma":[0.001475368,0.0001597553,0.0002273392,0.0007013149,0.0002350304,0.0001388072,0.00005609577,0.0003823147,0.000001414683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009746269,"about_ca_system_score_gemma":0.002336272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007423109,"about_ca_topic_score_gemma":0.00005554898,"domain_scores_codex":[0.9951538,0.002062324,0.001381004,0.0004481623,0.0003756777,0.0005790649],"domain_scores_gemma":[0.996261,0.001594706,0.0008502029,0.000424011,0.0005688373,0.0003012175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9783718,0.0005446563,0.00002237663,0.0005646996,0.000314135,0.000004939463,0.0005452707,3.099864e-7,0.005608641,0.001486115,0.0004292488,0.01210782],"study_design_scores_gemma":[0.9818469,0.002147369,0.001058843,0.0002431176,0.0007719589,0.00002942468,0.0002684051,0.008152847,0.001435651,0.00354641,0.0003262819,0.0001727353],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813765,0.003881797,0.001275165,0.001932826,0.0001443532,0.009455498,0.00002092892,0.0001342825,0.001778646],"genre_scores_gemma":[0.9812032,0.01316768,0.004259191,0.0005256273,0.0001423816,0.0002695167,0.00008599839,0.00002886792,0.0003175461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01193508,"threshold_uncertainty_score":0.6514632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07381833504213893,"score_gpt":0.4179534556745146,"score_spread":0.3441351206323757,"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."}}