{"id":"W4413358452","doi":"10.5334/ijic.nacic24048","title":"Connected Care: A co-designed community-led pathway for early detection and intervention for chronic obstructive pulmonary disease","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pulmonary disease; Medicine; Intervention (counseling); COPD; Intensive care medicine; Nursing; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006130928,0.0007642727,0.0004270135,0.0008228367,0.004971464,0.003562605,0.002350889,0.001355137,0.01409735],"category_scores_gemma":[0.01689604,0.0004377016,0.00108835,0.0005874391,0.001265686,0.00200213,0.01079804,0.002431588,0.001872608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007227205,"about_ca_system_score_gemma":0.05231091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03601503,"about_ca_topic_score_gemma":0.1377597,"domain_scores_codex":[0.9917656,0.004943338,0.0002879841,0.0006322049,0.001135032,0.001235882],"domain_scores_gemma":[0.9859604,0.001486173,0.00044658,0.000504691,0.002247322,0.009354793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001846452,0.009588179,0.04970921,0.002952403,0.0003108083,0.005133375,0.03215743,0.0060216,0.003903203,0.009419511,0.2051588,0.6737991],"study_design_scores_gemma":[0.003887434,0.01378051,0.06229933,0.00590706,0.0007239596,0.003333638,0.07113345,0.03505278,0.006299388,0.02825279,0.7685707,0.0007589759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5215217,0.002622181,0.1824881,0.08707321,0.004894622,0.04034472,0.005260528,0.007925518,0.1478694],"genre_scores_gemma":[0.6430603,0.001642697,0.3099906,0.009493423,0.0003362324,0.01131284,0.002181444,0.0005526657,0.02142984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03601503,"threshold_uncertainty_score":0.07161081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306026262223926,"score_gpt":0.3166577146480499,"score_spread":0.3035974520258106,"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."}}