{"id":"W2895692848","doi":"10.23866/brnrev:2017-0005","title":"Use of Biomarkers in Chronic Obstructive Pulmonary Disease: Clinical Implications","year":2017,"lang":"en","type":"article","venue":"Barcelona Respiratory Network","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Pulmonary disease; Medicine; Internal medicine; Intensive care medicine; Cardiology","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"],"consensus_categories":[],"category_scores_codex":[0.0008008439,0.0003483823,0.0007109453,0.0002288471,0.0004342183,0.00006999166,0.0006617694,0.0002344366,0.0002409968],"category_scores_gemma":[0.0008982229,0.0003473963,0.0004144732,0.0004014309,0.001593723,0.0004515731,0.0005508342,0.0006261232,0.00005639524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008872436,"about_ca_system_score_gemma":0.002190254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001114,"about_ca_topic_score_gemma":0.00008228776,"domain_scores_codex":[0.9962069,0.0003901473,0.001033722,0.0009394797,0.0005804094,0.0008492748],"domain_scores_gemma":[0.9952075,0.0004870741,0.0004957345,0.002650236,0.0003101641,0.0008492201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001247195,0.0003347431,0.9199776,0.0002963798,0.0002059167,0.0004201829,0.000009259521,0.0002123289,0.0006423276,0.001996236,0.002006026,0.07265182],"study_design_scores_gemma":[0.001227819,0.00009831034,0.9624079,0.0003372214,0.0001237548,0.00001148791,0.00001298832,0.00132118,0.00003193209,0.001381461,0.03276178,0.0002841737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833302,0.008554,0.0000675787,0.001361586,0.0004572624,0.002024089,0.000203911,0.00008603468,0.003915274],"genre_scores_gemma":[0.9969983,0.0002892953,0.0005858366,0.0002585745,0.001148649,0.0001931148,0.00006452051,0.00008209309,0.0003796873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07236764,"threshold_uncertainty_score":0.9998978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08877994497106376,"score_gpt":0.3754296326502031,"score_spread":0.2866496876791393,"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."}}