{"id":"W4309326568","doi":"10.36416/1806-3756/e20220414","title":"Small airway disease: when the “silent zone” speaks up","year":2022,"lang":"pt","type":"article","venue":"Jornal Brasileiro de Pneumologia","topic":"Respiratory viral infections research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Airway; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003165353,0.0007000935,0.0007832233,0.0005731247,0.002111162,0.0002659551,0.001596978,0.000257396,0.01727546],"category_scores_gemma":[0.001532025,0.0005395231,0.0006786712,0.001115255,0.0006648771,0.0001657414,0.001771424,0.004177135,0.001994649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969308,"about_ca_system_score_gemma":0.001827674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005794219,"about_ca_topic_score_gemma":0.00009131723,"domain_scores_codex":[0.9913012,0.002895541,0.001085597,0.001144656,0.001788875,0.001784168],"domain_scores_gemma":[0.9951935,0.001093876,0.0004355379,0.001905087,0.0002678918,0.001104107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003039453,0.002239682,0.7727355,0.0004884364,0.0009114649,0.005523585,0.002303435,0.002535374,0.01990421,0.002052305,0.1652427,0.0230238],"study_design_scores_gemma":[0.002901092,0.003666054,0.7997384,0.0001545309,0.0007038786,0.001254017,0.002284478,0.003358289,0.001688677,0.0004315929,0.1827778,0.001041172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702672,0.007493571,0.001730247,0.01001004,0.003755295,0.00240834,0.0005398706,0.0002804406,0.003514983],"genre_scores_gemma":[0.9329529,0.0002125113,0.00005786638,0.005767263,0.001200629,0.0008077189,0.00009219979,0.0001182884,0.05879062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05527563,"threshold_uncertainty_score":0.9997056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07821504447236051,"score_gpt":0.3301357234921909,"score_spread":0.2519206790198304,"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."}}