{"id":"W2172592858","doi":"10.1164/rccm.201505-0871pp","title":"Biomarker Development for Chronic Obstructive Pulmonary Disease: From Discovery to Clinical Implementation","year":2015,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Prevention of Organ Failure; St. Paul's Hospital","funders":"Canadian Institutes of Health Research; British Columbia Lung Association","keywords":"Medicine; Pulmonary disease; Biomarker; Biomarker discovery; Intensive care medicine; Disease; Internal medicine; Proteomics; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1038953,0.001662919,0.002256984,0.002884844,0.001340802,0.007950083,0.003677233,0.005206885,0.003649089],"category_scores_gemma":[0.09454504,0.0009824529,0.00164206,0.002030649,0.005086213,0.01164936,0.006129865,0.01057573,0.001893558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003258887,"about_ca_system_score_gemma":0.0196502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003005826,"about_ca_topic_score_gemma":0.001977676,"domain_scores_codex":[0.9791281,0.01233035,0.001886261,0.001713457,0.004101063,0.0008408373],"domain_scores_gemma":[0.9328594,0.0416793,0.00275746,0.003819672,0.01484956,0.004034549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004810794,0.0005482543,0.008337869,0.003162363,0.0002535459,0.0003180918,0.001004279,0.002003681,0.00484729,0.09489764,0.0430257,0.8411202],"study_design_scores_gemma":[0.0005446791,0.006057291,0.0106345,0.0174182,0.000799774,0.001982291,0.002840495,0.01873871,0.0179725,0.3384654,0.5840337,0.0005123579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01005424,0.3120482,0.2448679,0.4122963,0.005692391,0.001371271,0.0005991822,0.001332475,0.01173808],"genre_scores_gemma":[0.09307969,0.274177,0.5647271,0.05730952,0.005649058,0.001303368,0.0008795274,0.0003325965,0.002542194],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1038953,"threshold_uncertainty_score":0.5494572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06165122320879707,"score_gpt":0.4190484648122686,"score_spread":0.3573972416034715,"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."}}