{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003298749,0.00009366607,0.000181806,0.0001731169,0.00008758961,0.00003549245,0.00003004015,0.00009708261,0.00001244834],"category_scores_gemma":[0.0001781453,0.00009360319,0.00007736617,0.0004805221,0.000009604929,0.00007583763,0.00002956879,0.0001506814,0.000001059882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001622359,"about_ca_system_score_gemma":0.00007529491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003108126,"about_ca_topic_score_gemma":0.00001511829,"domain_scores_codex":[0.9990258,0.00005567267,0.0002701656,0.0002588895,0.0002461279,0.000143358],"domain_scores_gemma":[0.9994358,0.00007712764,0.00008128584,0.00008904986,0.0002376842,0.00007901731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000008015308,0.0001258009,0.4397164,0.0001137803,0.0000202189,0.00001496781,0.0007998041,2.170506e-7,0.0000233808,0.000001039763,0.0001136117,0.5590628],"study_design_scores_gemma":[0.004164019,0.0004063166,0.9848149,0.0002419346,0.0003340066,0.00008322777,0.004612628,0.001477255,0.002745929,0.0002967922,0.0004739909,0.0003490339],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924677,0.001037079,0.005234526,0.00006674894,0.00007583729,0.0008442507,0.00003253091,0.00008480997,0.0001565419],"genre_scores_gemma":[0.9892396,0.0005983717,0.008837004,0.00009748196,0.000432941,0.0000783337,0.0006906978,0.00001324533,0.00001234121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5587137,"threshold_uncertainty_score":0.3817027,"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."}}