{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00874027,0.0001611559,0.000494873,0.0004520891,0.0002136884,0.0001348349,0.0004885799,0.000110348,0.00005148969],"category_scores_gemma":[0.002040106,0.0001159758,0.0001383967,0.002510804,0.0001982306,0.0002479652,0.0002388384,0.0007261547,0.00002446466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009713754,"about_ca_system_score_gemma":0.0004728597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003158434,"about_ca_topic_score_gemma":0.0001947905,"domain_scores_codex":[0.994935,0.002174695,0.0005687004,0.0005596157,0.001450397,0.0003115591],"domain_scores_gemma":[0.9974083,0.0005739942,0.0001284243,0.0007934871,0.001013573,0.00008226497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008154673,0.002221124,0.9827923,0.0001574769,0.0001047875,0.0005146448,0.002293428,0.000003238189,0.005614872,0.0001971611,0.0006863404,0.004599182],"study_design_scores_gemma":[0.001101784,0.002495479,0.9408796,0.0007255409,0.00003713705,0.000009276287,0.004069692,0.000004876332,0.04971527,0.0003939506,0.0004485874,0.0001187907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823699,0.0004723659,0.000005586009,0.0006811771,0.00001959002,0.01011106,0.00001708477,0.00002852769,0.006294693],"genre_scores_gemma":[0.9879388,0.00004991897,0.00008657028,0.000157303,0.00009149515,0.0115079,0.00001284486,0.0000221762,0.0001329449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04410039,"threshold_uncertainty_score":0.4729357,"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."}}