{"id":"W3119853247","doi":"10.36416/1806-3756/e20200602","title":"Absence of airflow obstruction on spirometry: can it still be COPD?","year":2020,"lang":"en","type":"article","venue":"Jornal Brasileiro de Pneumologia","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Spirometry; COPD; Airflow; Cardiology; Intensive care medicine; Internal medicine; Asthma; Mechanical engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002378453,0.0003314901,0.000616179,0.0002555435,0.00008633822,0.00002398631,0.0003549664,0.000229687,0.0009499942],"category_scores_gemma":[0.001295572,0.0003028775,0.0002466162,0.0008317215,0.0003906902,0.0001027665,0.0001590766,0.0008081787,0.00009555108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005926134,"about_ca_system_score_gemma":0.0005339046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002000068,"about_ca_topic_score_gemma":0.00001264837,"domain_scores_codex":[0.9970764,0.0001499608,0.0005233921,0.000669488,0.0009324767,0.0006482797],"domain_scores_gemma":[0.9980161,0.0002883501,0.0002313705,0.0005028938,0.0002320797,0.0007292308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001422782,0.0004262016,0.8617451,0.0009115643,0.0001964872,0.001348783,0.0004722897,0.0002291193,0.1192378,0.0008270523,0.005655271,0.007527497],"study_design_scores_gemma":[0.001360001,0.001015767,0.9813581,0.0001380582,0.00007832811,0.0003005297,0.0004035449,0.001587342,0.01202802,0.0001801473,0.001287055,0.000263134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852824,0.0001851128,0.0001322336,0.01082882,0.0002334513,0.000557559,0.0002159459,0.0001155746,0.002448936],"genre_scores_gemma":[0.9945504,0.00005713441,0.0008657038,0.003614186,0.000402834,0.0000278636,0.00006094762,0.00005193504,0.0003690109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1196129,"threshold_uncertainty_score":0.9999633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04435603009944963,"score_gpt":0.3106895353921934,"score_spread":0.2663335052927437,"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."}}