{"id":"W2883310045","doi":"10.1186/s12931-018-0840-x","title":"Serial blood eosinophils and clinical outcome in patients with chronic obstructive pulmonary disease","year":2018,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Samsung; Ministry of Health and Welfare; Fondation pour la Recherche Médicale","keywords":"Medicine; COPD; Internal medicine; Eosinophil; Biomarker; Confidence interval; Gastroenterology; Cohort; Body mass index; Immunology; Asthma","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002053058,0.0003696685,0.0006581147,0.0007797945,0.0003555715,0.00008647667,0.0003952362,0.0002515443,0.0004933825],"category_scores_gemma":[0.001080327,0.0003065011,0.0001347879,0.001177362,0.003181341,0.0003629063,0.000617182,0.001566788,0.0001975951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008944495,"about_ca_system_score_gemma":0.002183434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007789971,"about_ca_topic_score_gemma":0.00007208309,"domain_scores_codex":[0.9932749,0.001066443,0.0008117217,0.001333182,0.002117793,0.00139595],"domain_scores_gemma":[0.9955736,0.0004372654,0.0001066347,0.001160178,0.001203818,0.001518548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007658028,0.001502425,0.9750915,0.0004506128,0.0001076877,0.0009570381,0.00003273368,7.905907e-7,0.0002055358,0.0001475623,0.0001083976,0.01373765],"study_design_scores_gemma":[0.007839701,0.002325224,0.9857112,0.0002219941,0.00008966406,0.000008499962,0.00005678202,0.000121901,0.0000748232,0.0002457545,0.002996316,0.0003081431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938966,0.001228979,0.00000201814,0.0003050377,0.0001790378,0.002318454,0.0001104315,0.00005971095,0.00189971],"genre_scores_gemma":[0.9974383,0.00003772006,0.0000693832,0.0001383364,0.001608803,0.0001303978,0.00004232286,0.00009812332,0.0004366598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01342951,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06760046390414463,"score_gpt":0.3932050602654218,"score_spread":0.3256045963612771,"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."}}