{"id":"W4387694588","doi":"10.3389/fimmu.2023.1275845","title":"Mucosal immune alterations at the early onset of tissue destruction in chronic obstructive pulmonary disease","year":2023,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"Universitaire Ziekenhuizen Leuven, KU Leuven; Cliniques Universitaires Saint-Luc; KU Leuven; Fondation Saint Luc; Fonds Wetenschappelijk Onderzoek; Vlaamse regering; Fonds De La Recherche Scientifique - FNRS","keywords":"COPD; Immune system; CD8; Immunology; Mucus; Medicine; Lung; Pathology; Inflammation; Acquired immune system; Innate immune system; Biology; 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":[0.0002505295,0.0002659175,0.0002961005,0.0005897704,0.0002819023,0.0005382095,0.0001647697,0.000397184,0.001173117],"category_scores_gemma":[0.0002064492,0.0001310319,0.0002219981,0.000326859,0.0003614872,0.0002627343,0.0004091685,0.0003887404,0.0002350925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002098451,"about_ca_system_score_gemma":0.0001726728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004184992,"about_ca_topic_score_gemma":0.0006854754,"domain_scores_codex":[0.9998279,0.00002859712,0.00001171523,0.0000574374,0.0000479407,0.00002647259],"domain_scores_gemma":[0.999864,0.00001863172,0.00005412638,0.000008812553,0.0000250199,0.00002935283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009805446,0.00007783331,0.1361707,0.0005537806,0.00005473338,0.0004361049,0.0002373412,0.0001547288,0.8483558,0.0001640015,0.0002017476,0.01261278],"study_design_scores_gemma":[0.000009292017,0.0004485174,0.9450151,0.00008327694,0.00007256959,0.001299797,0.0003984518,0.0005641282,0.05005196,0.0002416049,0.001803941,0.00001137666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907046,0.005868641,0.001658641,0.0001019363,0.00001763075,0.00005763812,0.0007332835,0.0000355047,0.0008222475],"genre_scores_gemma":[0.995265,0.001548822,0.001670715,0.00009617768,0.00003074733,0.00006246642,0.0007016095,0.000006987276,0.0006175207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001173117,"threshold_uncertainty_score":0.003924429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119353619691577,"score_gpt":0.2788903982729968,"score_spread":0.2669550363038391,"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."}}