{"id":"W4386617788","doi":"10.1111/resp.14597","title":"<scp>NLR</scp> in <scp>CBC</scp>: A holy grail for biomarker research in <scp>COPD</scp>?","year":2023,"lang":"en","type":"editorial","venue":"Respirology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Holy Grail; Biomarker; COPD; Immunology; Internal medicine; Biochemistry; Biology; World Wide Web","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":[0.01383756,0.004829765,0.005194161,0.004637219,0.004788889,0.0107484,0.004328928,0.03284968,0.03201747],"category_scores_gemma":[0.04195319,0.001944107,0.005024255,0.001908845,0.003366514,0.005803759,0.003330818,0.02990835,0.02864518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005637695,"about_ca_system_score_gemma":0.005097395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004734331,"about_ca_topic_score_gemma":0.01693909,"domain_scores_codex":[0.9904018,0.002075641,0.001140035,0.0008235966,0.004980848,0.0005781759],"domain_scores_gemma":[0.9658838,0.01416047,0.002161652,0.001194566,0.01084793,0.005751626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001453722,0.00000468858,0.000009104258,0.00006540697,0.00000826803,0.00003216558,0.000003357693,0.000005708535,0.0000132349,0.0001104048,0.9977798,0.001953353],"study_design_scores_gemma":[0.0001434791,0.0000281895,0.0002244917,0.0006890061,0.00007464208,0.00019581,0.00003172107,0.0001372336,0.00006009998,0.001457659,0.9969288,0.00002889407],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001363426,0.00348827,0.0000701058,0.05048227,0.9441581,0.00001533292,0.00005288353,0.00005110247,0.001668284],"genre_scores_gemma":[0.000166667,0.001979368,0.00008350023,0.0542495,0.9337058,0.00002473465,0.00003933108,0.00004773151,0.009703287],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03284968,"threshold_uncertainty_score":0.1071091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06369474152759855,"score_gpt":0.3902219894648137,"score_spread":0.3265272479372152,"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."}}