{"id":"W4402392002","doi":"10.58931/cpct.2024.2230","title":"COPD 2024: Applying the Canadian Thoracic Society (CTS) 2023 Chronic Obstructive Pulmonary Disease (COPD) Guideline for Preventing Exacerbations, Improving Health Status, and Preventing Mortality","year":2024,"lang":"en","type":"article","venue":"Canadian Primary Care Today","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"University of Toronto","keywords":"COPD; Medicine; Pulmonary disease; Guideline; Intensive care medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.007449903,0.00129029,0.00178589,0.002739846,0.003181472,0.003884925,0.005223779,0.005688806,0.01290783],"category_scores_gemma":[0.01477639,0.0007248047,0.003534584,0.003394734,0.001290818,0.00101184,0.002640855,0.009364667,0.008802841],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01831949,"about_ca_system_score_gemma":0.1091768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7428757,"about_ca_topic_score_gemma":0.8678062,"domain_scores_codex":[0.9876798,0.001260412,0.001190512,0.0002432995,0.00863444,0.0009915831],"domain_scores_gemma":[0.9732832,0.001010982,0.0009463446,0.0003088757,0.02133184,0.003118781],"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":[0.00002408075,0.00006125466,0.0009267477,0.000699682,0.00005192298,0.0001068856,0.00009049157,0.0002248119,0.0002002164,0.001063436,0.9411863,0.05536411],"study_design_scores_gemma":[0.0001322521,0.00005603635,0.009702322,0.003354263,0.0001009064,0.0001806901,0.0001424643,0.0004991628,0.0001780738,0.0008911031,0.984701,0.00006174447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.003943778,0.1157894,0.0188859,0.4368877,0.04901678,0.009311962,0.04777566,0.002564033,0.3158248],"genre_scores_gemma":[0.05792226,0.213618,0.1561094,0.223017,0.02077074,0.006843557,0.1346764,0.002282358,0.1847603],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9816805,"threshold_uncertainty_score":0.5172771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364010153899041,"score_gpt":0.3241202255620017,"score_spread":0.3004801240230112,"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."}}