{"id":"W2601897601","doi":"10.1080/17476348.2017.1307738","title":"The use of cellular and molecular biomarkers to manage COPD exacerbations","year":2017,"lang":"en","type":"review","venue":"Expert Review of Respiratory Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Medicine; COPD; Sputum; Intensive care medicine; Chronic bronchitis; Guideline; Bronchitis; Clinical trial; Asthma; Internal medicine; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002073352,0.0008976956,0.002150869,0.002734293,0.0002955756,0.0012337,0.001194611,0.00216163,0.004195467],"category_scores_gemma":[0.00510886,0.0002474427,0.001671514,0.00169216,0.0005589355,0.001323699,0.0008193178,0.002197685,0.001321721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008395567,"about_ca_system_score_gemma":0.002205454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002157912,"about_ca_topic_score_gemma":0.003008361,"domain_scores_codex":[0.9986987,0.0004366525,0.0002107133,0.000162867,0.0004188074,0.00007224251],"domain_scores_gemma":[0.9980286,0.001239846,0.000231626,0.00003699311,0.0004214685,0.00004138889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001259623,0.00004953318,0.0003114816,0.1103801,0.000544883,0.0001551773,0.0001389569,0.0003697413,0.0007890621,0.004204542,0.04738271,0.8355479],"study_design_scores_gemma":[0.00006855869,0.0001431742,0.001709001,0.09293064,0.0008993502,0.001168595,0.000168859,0.000159115,0.0005007237,0.003264947,0.8989452,0.00004185405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004840993,0.9984608,0.00005506603,0.0008374674,0.0002101997,0.00000730326,0.00002019836,0.000002808982,0.0003577315],"genre_scores_gemma":[0.0008007934,0.998037,0.0001590604,0.0005611329,0.0002225143,0.00001457933,0.00002499991,0.00000119041,0.0001786664],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004195467,"threshold_uncertainty_score":0.01403528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273912464596846,"score_gpt":0.4222949959086648,"score_spread":0.2949037494489801,"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."}}