{"id":"W3153735175","doi":"10.2196/28865","title":"Wheeze Recognition Algorithm for Remote Medical Care Device in Children: Validation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Omron Healthcare","keywords":"Wheeze; Auscultation; Medicine; Asthma; Exacerbation; Algorithm; Stethoscope; Guideline; Pediatrics; Medical emergency; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009700157,0.0006296386,0.0005195373,0.0005832106,0.0001852189,0.0003027823,0.0005323166,0.0005966997,0.001557719],"category_scores_gemma":[0.002495955,0.0001821575,0.0006128393,0.0002417193,0.0002655256,0.000409824,0.0004417302,0.0003590879,0.0005486772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003038928,"about_ca_system_score_gemma":0.0004193032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003077999,"about_ca_topic_score_gemma":0.002356761,"domain_scores_codex":[0.9992647,0.0001743365,0.00008767193,0.0001664279,0.0002190253,0.00008782373],"domain_scores_gemma":[0.998691,0.0004164191,0.0001501946,0.0001236267,0.0005420943,0.00007663693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003660178,0.003519668,0.5269772,0.001533451,0.0006717721,0.001916917,0.001023601,0.01987968,0.195446,0.0005823364,0.003667017,0.2411222],"study_design_scores_gemma":[0.0005350678,0.01681789,0.7117962,0.0002008426,0.0006097458,0.00412187,0.001002637,0.1577902,0.09845635,0.0001400253,0.008394421,0.0001347971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865955,0.000410896,0.01127473,0.00004399046,0.00004154472,0.0002525416,0.0004349763,0.0002443878,0.0007014203],"genre_scores_gemma":[0.9712706,0.0003570885,0.02544857,0.00006252385,0.00002158715,0.0002829472,0.001448074,0.00002935362,0.001079398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003077999,"threshold_uncertainty_score":0.006120205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364995153156842,"score_gpt":0.3210232428535773,"score_spread":0.2973732913220089,"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."}}