{"id":"W3182035556","doi":"10.1136/bmjresp-2020-000815","title":"Fine crackles on chest auscultation in the early diagnosis of idiopathic pulmonary fibrosis: a prospective cohort study","year":2021,"lang":"en","type":"article","venue":"BMJ Open Respiratory Research","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Queen's University","funders":"Queen's University","keywords":"Crackles; Medicine; Idiopathic pulmonary fibrosis; Auscultation; Interstitial lung disease; Respiratory sounds; Internal medicine; Pulmonary function testing; Cardiology; Prospective cohort study; Lung; Physical therapy; Asthma","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001866541,0.0004563742,0.00049632,0.0008966244,0.0006509089,0.000986385,0.0006717025,0.0008327973,0.001393875],"category_scores_gemma":[0.004421198,0.0006407193,0.000643455,0.001048623,0.0004668935,0.0008455249,0.000669287,0.001031841,0.0002853729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005108158,"about_ca_system_score_gemma":0.0006384511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01849376,"about_ca_topic_score_gemma":0.02335289,"domain_scores_codex":[0.9987037,0.000328124,0.000120627,0.0003481923,0.0002770493,0.0002223623],"domain_scores_gemma":[0.9963675,0.0007049848,0.001319678,0.0003578372,0.0004263137,0.000823757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000077019,0.00002754575,0.9995062,0.000003255222,0.0000239746,0.00005882229,0.0000534587,0.000008671954,0.00004624722,0.000002745167,0.00002625192,0.0001656941],"study_design_scores_gemma":[0.00001156026,0.00009564542,0.9994566,0.000004882102,0.00001926191,0.000141827,0.0001250251,0.0000911239,0.00001103058,0.000004666858,0.0000351942,0.000003341656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994712,0.000128833,0.00004184414,0.00002320893,0.000004265322,0.000016887,0.0001722474,0.000001553801,0.0001398906],"genre_scores_gemma":[0.999577,0.00006660681,0.00004631626,0.0000218913,0.000008083692,0.00001165021,0.0001989614,0.00000125304,0.00006824275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01849376,"threshold_uncertainty_score":0.03677225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1429086725959931,"score_gpt":0.4567236481042492,"score_spread":0.3138149755082561,"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."}}