{"id":"W4416634805","doi":"10.1183/13993003.congress-2025.pa2522","title":"Connected Care COPD: a community-led pathway for early detection and intervention","year":2025,"lang":"","type":"article","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Public Health Ontario; University of Toronto","funders":"","keywords":"COPD; Multidisciplinary approach; Spirometry; Intervention (counseling); Health care; Care pathway; Primary care; Multidisciplinary team; Referral","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003188422,0.0006903885,0.0003842078,0.0008610287,0.002574972,0.002125793,0.002081985,0.001246695,0.01126726],"category_scores_gemma":[0.007060642,0.0003827784,0.0008538764,0.000610769,0.0007478979,0.0009016959,0.007216959,0.001674414,0.001647621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006314239,"about_ca_system_score_gemma":0.05031733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06641926,"about_ca_topic_score_gemma":0.2094469,"domain_scores_codex":[0.9968954,0.001278956,0.000139477,0.0003269498,0.000621561,0.0007376273],"domain_scores_gemma":[0.9888004,0.0004541199,0.0003940701,0.0002410104,0.001290817,0.008819547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001154771,0.008754388,0.07388946,0.001436195,0.0002319149,0.002538057,0.0041343,0.002065094,0.00262029,0.002641468,0.3315403,0.5689939],"study_design_scores_gemma":[0.009579204,0.01490365,0.4449839,0.006265183,0.0005553116,0.003309447,0.01554317,0.02090425,0.002709051,0.01133611,0.4694617,0.0004490228],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5827718,0.004470574,0.06024103,0.1256512,0.004547421,0.05140062,0.007036198,0.007033692,0.1568474],"genre_scores_gemma":[0.7814403,0.002835445,0.1473883,0.0235279,0.001154877,0.01436433,0.004906613,0.0003836415,0.02399869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06641926,"threshold_uncertainty_score":0.1320653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693632563722033,"score_gpt":0.3131300295225768,"score_spread":0.2961937038853565,"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."}}