{"id":"W2749874690","doi":"10.17925/erpd.2017.03.01.17","title":"Updated GOLD COPD Recommendations","year":2017,"lang":"en","type":"article","venue":"European Respiratory & Pulmonary Diseases","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pfizer (Canada)","funders":"","keywords":"COPD; Medicine; Computer science; Internal medicine","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":[0.00933385,0.001432488,0.002340818,0.006023048,0.001382379,0.002737537,0.005375675,0.00633017,0.02170791],"category_scores_gemma":[0.02140188,0.0006978037,0.004065997,0.003176777,0.0007382762,0.002049413,0.003016687,0.00696498,0.01820501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004758607,"about_ca_system_score_gemma":0.01268798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0262796,"about_ca_topic_score_gemma":0.03627199,"domain_scores_codex":[0.9911123,0.002462734,0.001781018,0.0005108325,0.00342883,0.0007043446],"domain_scores_gemma":[0.9876615,0.001348268,0.0009499899,0.0002932574,0.008752824,0.000994152],"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":[0.000111073,0.000110173,0.00212834,0.002560239,0.0001384563,0.0001882433,0.0001544804,0.0002494234,0.0001276276,0.003254538,0.851428,0.1395494],"study_design_scores_gemma":[0.0001574707,0.00006801217,0.004485624,0.009972537,0.0002758484,0.0005333022,0.0001771982,0.0001743757,0.0001121116,0.003101256,0.9808991,0.00004313414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.004269903,0.3874362,0.01094272,0.2695152,0.04641741,0.003849647,0.05490294,0.001837883,0.2208281],"genre_scores_gemma":[0.04759745,0.3501945,0.09087616,0.1766928,0.01689228,0.01052919,0.173313,0.001105001,0.1327995],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0262796,"threshold_uncertainty_score":0.07262021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04007988925513697,"score_gpt":0.3232774766290026,"score_spread":0.2831975873738656,"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."}}