{"id":"W7083446968","doi":"10.2196/77295","title":"Cough Audio Recognition for Early Detection of Respiratory Diseases: Algorithm Development and Validation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Diagnosis and treatment of tuberculosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audio visual; Respiratory sounds; Auscultation; Key (lock)","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":[0.002529616,0.001289188,0.0009974636,0.001117408,0.000379162,0.0006567098,0.001241907,0.001261766,0.00221452],"category_scores_gemma":[0.005593669,0.0002373049,0.0007441895,0.000515631,0.0002482003,0.0006758886,0.0007345054,0.0008992245,0.0012072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006632924,"about_ca_system_score_gemma":0.001538389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009417117,"about_ca_topic_score_gemma":0.008035232,"domain_scores_codex":[0.9991406,0.0001967478,0.0001041388,0.0002061486,0.0002267782,0.0001255856],"domain_scores_gemma":[0.9978905,0.0009019863,0.0001048811,0.0001808301,0.0008548532,0.00006688806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001283538,0.001093165,0.02529513,0.000383025,0.0003674448,0.0003155509,0.0001180004,0.1640132,0.01919307,0.0006669849,0.006252193,0.7810188],"study_design_scores_gemma":[0.00005694112,0.0002851687,0.004436961,0.00003009083,0.00005710471,0.0001260905,0.00005296655,0.987178,0.006679064,0.0001769486,0.000907539,0.00001324908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.593389,0.006679898,0.3817553,0.0005995699,0.0004465649,0.0009501562,0.00107483,0.00855416,0.006550529],"genre_scores_gemma":[0.8188764,0.0009434952,0.1722553,0.0002501287,0.00006541757,0.0005402313,0.002990979,0.0001345995,0.003943492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009417117,"threshold_uncertainty_score":0.01872462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02551476514816049,"score_gpt":0.3221580138203986,"score_spread":0.2966432486722381,"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."}}