{"id":"W1724417323","doi":"10.3109/15412555.2015.1057808","title":"Changing Pattern of Sputum Cell Counts During Successive Exacerbations of Chronic Obstructive Pulmonary Disease.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; St. Joseph’s Healthcare Hamilton","funders":"Canada Research Chairs","keywords":"Exacerbation; Medicine; Sputum; COPD; Eosinophilic; Internal medicine; Chronic bronchitis; Bronchitis; Incidence (geometry); Pathology; Tuberculosis","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":[0.0008128007,0.0001698449,0.0002485633,0.0009494278,0.0003176523,0.000473129,0.000453179,0.0004754222,0.0007236462],"category_scores_gemma":[0.004577647,0.0001517477,0.0002677055,0.001079217,0.0003310434,0.0003183432,0.0003478929,0.0004117091,0.0001661297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000844956,"about_ca_system_score_gemma":0.0005108587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02414171,"about_ca_topic_score_gemma":0.03590527,"domain_scores_codex":[0.9989449,0.0001959648,0.0001298263,0.0002290949,0.0003570712,0.0001432013],"domain_scores_gemma":[0.9953249,0.0008134926,0.002829054,0.000166171,0.0004861497,0.0003802951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003966132,0.000006548173,0.9991198,0.000006993752,0.00001382525,0.00004206192,0.00003356309,0.00002106507,0.0001239381,0.00000264944,0.00002324715,0.000566541],"study_design_scores_gemma":[8.985799e-7,0.00002899317,0.999629,0.000001576188,0.000004999583,0.0001742837,0.00002694203,0.00006870276,0.00003608689,0.000002480207,0.00002489564,0.000001105735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990749,0.0001844791,0.0000709448,0.00002556642,0.00000196723,0.00001133378,0.0004283763,0.000004620084,0.0001976616],"genre_scores_gemma":[0.9995446,0.00003710619,0.00006264792,0.00001014694,0.00000249439,0.000003653926,0.0002952885,8.719061e-7,0.00004308903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02414171,"threshold_uncertainty_score":0.04800242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022241546116964,"score_gpt":0.2553836225335059,"score_spread":0.2331420764165419,"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."}}