{"id":"W4410289208","doi":"10.1055/a-2494-3542","title":"COPD: Exazerbationsrisiken durch häusliche Aspergillus-Exposition","year":2025,"lang":"de","type":"article","venue":"Pneumologie","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exposition (narrative); Aspergillus; COPD; Medicine; Microbiology; Biology; Art; Internal medicine; Literature","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008387171,0.0006270907,0.000852557,0.0007517288,0.000566016,0.0001417251,0.0007452563,0.0006042584,0.002519466],"category_scores_gemma":[0.001771197,0.0006259011,0.0004038591,0.001565673,0.0007901687,0.0002552322,0.0007542924,0.001249396,0.003979689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0024019,"about_ca_system_score_gemma":0.00204084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002115266,"about_ca_topic_score_gemma":0.00001367902,"domain_scores_codex":[0.9947106,0.0006601354,0.0009119325,0.001321652,0.0009706842,0.001424978],"domain_scores_gemma":[0.996167,0.0009505205,0.0002048802,0.001537769,0.0006443799,0.0004954619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003596407,0.006862904,0.3981875,0.009114149,0.006476059,0.005953387,0.001681051,0.0005523379,0.03372047,0.05124618,0.1772937,0.3053158],"study_design_scores_gemma":[0.00504149,0.0006053191,0.8422081,0.001189831,0.002034658,0.00004467197,0.001538704,0.004236056,0.005528664,0.008851476,0.127685,0.001036094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6140091,0.1970471,0.001607115,0.04764877,0.008477961,0.005423859,0.000720368,0.0009553989,0.1241104],"genre_scores_gemma":[0.9673462,0.005317223,0.0002974442,0.001750567,0.001318695,0.0003436986,0.0007478658,0.00008925167,0.02278908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4440206,"threshold_uncertainty_score":0.9996192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02697615631651587,"score_gpt":0.3260949518239817,"score_spread":0.2991187955074659,"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."}}