{"id":"W4410744857","doi":"10.4081/monaldi.2025.3396","title":"Beyond breathlessness: unveiling chronic cough in interstitial lung diseases. A pilot Portuguese cohort","year":2025,"lang":"en","type":"article","venue":"Monaldi Archives for Chest Disease","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Interstitial lung disease; Chronic cough; Medicine; Cohort; Portuguese; Lung disease; Lung; Physical therapy; Intensive care medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002009086,0.0003574218,0.0005431827,0.0005020919,0.0001910084,0.00004734128,0.0003248407,0.00007317652,0.00009625186],"category_scores_gemma":[0.000239286,0.0003284474,0.0003467451,0.0004474542,0.0004721805,0.0001768538,0.0001867986,0.0004889054,0.00001355919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003288641,"about_ca_system_score_gemma":0.002000398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003117415,"about_ca_topic_score_gemma":0.00003321558,"domain_scores_codex":[0.9974442,0.0001122168,0.0005488725,0.0007597608,0.0004180481,0.0007169091],"domain_scores_gemma":[0.9981218,0.0003922339,0.00008135195,0.0006083404,0.00006946315,0.0007267891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02801571,0.004235156,0.8524848,0.009308882,0.001254931,0.003995089,0.0005181354,0.001201185,0.006916665,0.007619368,0.002848867,0.08160117],"study_design_scores_gemma":[0.009743903,0.0009860945,0.9352432,0.002599398,0.0009992862,0.00001031256,0.000154167,0.03162878,0.0006897138,0.009763109,0.007576006,0.000606064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378675,0.0362637,0.004440473,0.00309463,0.0007003195,0.004973454,0.0007949061,0.0002757664,0.01158921],"genre_scores_gemma":[0.9940253,0.0006054858,0.00006699048,0.0004825332,0.0005272593,0.0009146837,0.000573519,0.00005462896,0.002749525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08275831,"threshold_uncertainty_score":0.9999167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180716189237345,"score_gpt":0.3006040256710067,"score_spread":0.2887968637786332,"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."}}