{"id":"W3082953813","doi":"10.1016/j.rmed.2020.106124","title":"Protein succination as a potential surrogate biomarker of airway obstruction. The ilervas project","year":2020,"lang":"en","type":"article","venue":"Respiratory Medicine","topic":"Advanced Glycation End Products research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Agència de Gestió d'Ajuts Universitaris i de Recerca; European Commission; Federación Española de Enfermedades Raras; Instituto de Salud Carlos III; National Institute for Health and Care Research; Centres de Recerca de Catalunya; Fundación SEEN","keywords":"Medicine; Biomarker; Airway obstruction; Surrogate endpoint; Airway; Intensive care medicine; Internal medicine; Surgery","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":[0.008065664,0.001084739,0.000738853,0.0009261311,0.0004030712,0.001645005,0.0006363926,0.0009329884,0.002529063],"category_scores_gemma":[0.0030932,0.0001803859,0.0006511922,0.0004554743,0.0004537193,0.0003946821,0.002010922,0.001246071,0.001308699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230771,"about_ca_system_score_gemma":0.002270745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003356058,"about_ca_topic_score_gemma":0.002404019,"domain_scores_codex":[0.9968256,0.001878211,0.00008849738,0.0003446987,0.0005797364,0.0002832099],"domain_scores_gemma":[0.9972544,0.0004141388,0.0005348438,0.0002168756,0.0007855758,0.0007940847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.05236658,0.005358232,0.2830946,0.001541876,0.001349566,0.0009736904,0.0002817611,0.002339934,0.06238867,0.005789844,0.06915517,0.5153601],"study_design_scores_gemma":[0.003955583,0.04021463,0.6485712,0.001230811,0.001390619,0.003497821,0.0005797119,0.006373934,0.06988612,0.003516761,0.2206329,0.0001499917],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7654462,0.1067681,0.01483195,0.02401008,0.0048291,0.002000474,0.03440244,0.001109705,0.04660198],"genre_scores_gemma":[0.8957965,0.01791633,0.02101906,0.004278677,0.001335278,0.001536603,0.02902598,0.00024267,0.02884886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008065664,"threshold_uncertainty_score":0.04265583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04303664942153591,"score_gpt":0.333399817801219,"score_spread":0.2903631683796831,"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."}}