{"id":"W2245967446","doi":"10.1155/2011/920465","title":"Persistent Sputum Cellularity and Neutrophils May Predict Bronchiectasis","year":2011,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"Merck Canada; Canada Research Chairs","keywords":"Bronchiectasis; Medicine; Sputum; Neutrophilia; Internal medicine; Retrospective cohort study; Prospective cohort study; Bronchitis; Chronic bronchitis; Gastroenterology; Pathology; Lung; Tuberculosis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009799354,0.0002352506,0.0002160656,0.0007912412,0.0001561158,0.0004591536,0.0002190929,0.0003311814,0.001208153],"category_scores_gemma":[0.005657933,0.0001395581,0.0001642335,0.0004244571,0.0003061412,0.0002231396,0.0002363946,0.0002857388,0.0001956279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002516869,"about_ca_system_score_gemma":0.0003306766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002834655,"about_ca_topic_score_gemma":0.003791078,"domain_scores_codex":[0.999478,0.0001274955,0.00008618642,0.0000831687,0.000160377,0.00006485362],"domain_scores_gemma":[0.9951466,0.001480123,0.002297986,0.0001093407,0.0004731561,0.0004929102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002977481,0.000005609239,0.9990282,0.000004415028,0.00001019139,0.00001807088,0.000006588449,0.00002376178,0.0001290867,0.000002317974,0.00002059819,0.0007215124],"study_design_scores_gemma":[0.000004381812,0.00007435847,0.998958,0.000005336946,0.00001769598,0.000423901,0.00002651482,0.000254147,0.000156098,0.000009063398,0.0000691372,0.000001307703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999194,0.0003945499,0.00008663281,0.0000379445,0.000002183104,0.000005348607,0.00009545992,0.000004413419,0.0001795125],"genre_scores_gemma":[0.9996889,0.00005964964,0.0001073896,0.000007490889,0.000004488213,0.000001863595,0.0001021825,4.376793e-7,0.00002753591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002834655,"threshold_uncertainty_score":0.005636334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0452912107500409,"score_gpt":0.2670370912539546,"score_spread":0.2217458805039137,"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."}}