{"id":"W2140016625","doi":"10.1183/09031936.00126514","title":"A sum greater than its parts","year":2014,"lang":"en","type":"letter","venue":"European Respiratory Journal","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":"COPD; Biomarker; Medicine; Spirometry; Intensive care medicine; Internal medicine; Cardiology; Disease; Asthma","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":[0.002922588,0.001427873,0.001509705,0.001912321,0.002385787,0.01193799,0.001237274,0.00398394,0.1966155],"category_scores_gemma":[0.0120077,0.0003608536,0.000675735,0.001752458,0.002790238,0.007811017,0.007843541,0.005533039,0.1199493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140094,"about_ca_system_score_gemma":0.00292368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005800137,"about_ca_topic_score_gemma":0.0006663577,"domain_scores_codex":[0.9972789,0.0005374431,0.0002627046,0.0004573787,0.001251471,0.00021211],"domain_scores_gemma":[0.9912817,0.001981987,0.0005596242,0.001032497,0.002766293,0.002377794],"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":[0.00008416802,0.00003556697,0.0005672228,0.000611612,0.00003058588,0.0001623222,0.0003641651,0.00006558108,0.0009291313,0.01630192,0.7383374,0.2425104],"study_design_scores_gemma":[0.000003686565,0.00001912268,0.0003473462,0.000229707,0.000008831245,0.0003587,0.0001425511,0.00002368332,0.00007600718,0.003895003,0.9948874,0.000008010334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002806099,0.1231445,0.007927028,0.2507092,0.2937213,0.0001682254,0.001313727,0.001322144,0.3188878],"genre_scores_gemma":[0.02358805,0.07336701,0.006926005,0.1209294,0.1631535,0.000235109,0.001562569,0.001288651,0.6089497],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1966155,"threshold_uncertainty_score":0.6577444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05729838670321398,"score_gpt":0.2980826668676658,"score_spread":0.2407842801644519,"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."}}