{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003442734,0.0002651338,0.0005256668,0.0003161916,0.00008331626,0.00001364987,0.0001299076,0.0001077607,0.0003850492],"category_scores_gemma":[0.0006416001,0.0001837171,0.0000404299,0.0008661355,0.0005502882,0.0001816778,0.00007891704,0.0006997748,0.00003537628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002022301,"about_ca_system_score_gemma":0.000434191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009407991,"about_ca_topic_score_gemma":0.000007201345,"domain_scores_codex":[0.9976786,0.0001686353,0.0004251128,0.0005325252,0.0007878162,0.0004073611],"domain_scores_gemma":[0.9984567,0.0001381775,0.00009993224,0.0002798098,0.0001920411,0.0008333647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01700852,0.0004152104,0.9585285,0.001705016,0.0003453348,0.002158791,0.001701653,0.00005002309,0.002981975,0.0009008967,0.007224631,0.006979435],"study_design_scores_gemma":[0.02511214,0.01487981,0.9319762,0.002428096,0.0003238762,0.000005083454,0.0006251134,0.001994353,0.0003013668,0.0000224752,0.02186001,0.0004714607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875302,0.006777002,0.0003932365,0.002852765,0.0001014118,0.0009063,0.00001368702,0.00006611743,0.00135923],"genre_scores_gemma":[0.9951763,0.00007535092,0.00002706703,0.004138194,0.0004376074,0.00002861075,0.0000234427,0.00004147313,0.00005194438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02655231,"threshold_uncertainty_score":0.7491764,"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."}}