{"id":"W2913435515","doi":"10.2147/copd.s188186","title":"<p>Phenotyping and outcomes of hospitalized COPD patients using rapid molecular diagnostics on sputum samples</p>","year":2019,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia; Prevention of Organ Failure; University of British Columbia Hospital; St. Paul's Hospital","funders":"American Thoracic Society","keywords":"Medicine; Pathogen; Sputum; COPD; Rhinovirus; Internal medicine; Immunology; Etiology; Virus; Microbiology; Gastroenterology; Pathology; Tuberculosis; Biology","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":[0.0002939047,0.00022477,0.0005717906,0.000434524,0.00003623651,0.00004523568,0.0003349838,0.00008838157,0.0004563443],"category_scores_gemma":[0.001002723,0.0001961181,0.0002559282,0.0001323821,0.0001430202,0.000210104,0.0001644399,0.0002840949,0.00001998087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004727314,"about_ca_system_score_gemma":0.0003298919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001432773,"about_ca_topic_score_gemma":0.000001182426,"domain_scores_codex":[0.9969857,0.00009431201,0.0007405107,0.0002416603,0.001665339,0.0002725295],"domain_scores_gemma":[0.9970152,0.000406742,0.0005892754,0.0002388929,0.001502973,0.0002469179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001782398,0.001053558,0.9584397,0.0002385118,0.001524954,0.0004860993,0.0002392178,0.0004428419,0.0177567,0.003654862,0.0008294598,0.01355169],"study_design_scores_gemma":[0.007647966,0.0005361859,0.9829393,0.0008969798,0.0001844924,0.00009566217,0.00004366567,0.001594089,0.002016169,0.0009189571,0.002908153,0.0002184018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945222,0.001697114,0.0005713781,0.0005985518,0.001126611,0.000379954,0.00009718564,0.000009075766,0.0009979485],"genre_scores_gemma":[0.9977553,0.0003703009,0.001165451,0.0003504659,0.0001902914,0.0000016759,0.0000333529,0.00004075051,0.00009237058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02449958,"threshold_uncertainty_score":0.7997465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01504736831847765,"score_gpt":0.3006847548079118,"score_spread":0.2856373864894342,"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."}}