{"id":"W2122887733","doi":"10.1378/chest.119.6.1886","title":"Auditory Detection of Simulated Crackles in Breath Sounds","year":2001,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Crackles; Medicine; Audiology; Respiratory sounds; Auscultation; Speech recognition; Internal medicine; Asthma; Physical examination","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":[0.0004940863,0.0003175197,0.000291317,0.0004223732,0.0001280372,0.0004049026,0.0003056122,0.001407937,0.002577178],"category_scores_gemma":[0.006791121,0.0002218439,0.0001547312,0.00009197626,0.0003136401,0.0003570273,0.0005201797,0.0003597588,0.0004557288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007824037,"about_ca_system_score_gemma":0.0001117435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001537631,"about_ca_topic_score_gemma":0.0002159249,"domain_scores_codex":[0.999714,0.0001063228,0.00001722579,0.00003492811,0.00009640872,0.00003106588],"domain_scores_gemma":[0.9976916,0.001767054,0.0000792649,0.00009867358,0.0002151131,0.0001482923],"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":[0.01152199,0.0003157454,0.01687577,0.000703391,0.0001019423,0.003706322,0.0007048729,0.001285575,0.8826326,0.00042229,0.0006915181,0.08103795],"study_design_scores_gemma":[0.001536972,0.0180717,0.3618538,0.0006326251,0.0005316934,0.05005262,0.00102456,0.06139809,0.4961251,0.001971958,0.006650572,0.0001503175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801634,0.0009605357,0.01635957,0.000155289,0.0001386117,0.0001199413,0.00008517609,0.0002096282,0.001807946],"genre_scores_gemma":[0.9941511,0.0002511505,0.004783887,0.0001227279,0.00005690322,0.00002515127,0.00004337469,0.0000233658,0.0005423715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002577178,"threshold_uncertainty_score":0.008621573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407898312557333,"score_gpt":0.2781898319745564,"score_spread":0.2641108488489831,"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."}}