{"id":"W3036784096","doi":"10.1016/j.rmed.2020.106067","title":"Sputum quantitative cytometry in patients with interstitial lung disease and chronic cough","year":2020,"lang":"en","type":"article","venue":"Respiratory Medicine","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"Teva Pharmaceutical Industries; Novartis","keywords":"Medicine; Sputum; Chronic cough; Interstitial lung disease; Inflammation; Chronic bronchitis; Internal medicine; Airway; Population; Lung; Gastroenterology; Immunology; Pulmonary function testing; Asthma; Pathology; Anesthesia; Tuberculosis","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":[0.0006131922,0.0003336142,0.0005660483,0.0009974844,0.0004488214,0.0008791098,0.0002477052,0.0009767746,0.001334769],"category_scores_gemma":[0.003181987,0.0002240448,0.0002454668,0.000555074,0.000396712,0.0004878822,0.0003095259,0.0005580471,0.000295075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003438088,"about_ca_system_score_gemma":0.0002818056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007541728,"about_ca_topic_score_gemma":0.001107881,"domain_scores_codex":[0.9994102,0.0001497367,0.00008545155,0.0001122235,0.0001297646,0.0001126845],"domain_scores_gemma":[0.998889,0.0005042471,0.0002435584,0.00003948985,0.0001398737,0.0001838093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001220157,0.0001296024,0.9854484,0.00005377836,0.00004015861,0.001262652,0.0001774641,0.00005668978,0.005724859,0.00004432019,0.0002486088,0.00559335],"study_design_scores_gemma":[0.00004068073,0.0007226589,0.9922978,0.00003385438,0.00007008523,0.003726926,0.0004121737,0.0006284147,0.001496391,0.00008435217,0.0004762283,0.00001053303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965782,0.001600991,0.0002147318,0.0001312488,0.00002997439,0.00001644852,0.0001438163,0.0000134395,0.001271172],"genre_scores_gemma":[0.9991783,0.0001994317,0.0001402356,0.0001063166,0.000036183,0.00001085269,0.0001375421,0.000002133988,0.0001889677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001334769,"threshold_uncertainty_score":0.004465222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03489467974663974,"score_gpt":0.3242024737940035,"score_spread":0.2893077940473637,"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."}}