{"id":"W4297473806","doi":"10.36416/1806-3756/e20220272","title":"Probing the old lung: challenges to pulmonary function testing interpretation in the elderly","year":2022,"lang":"en","type":"article","venue":"Jornal Brasileiro de Pneumologia","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Pulmonary function testing; Lung function; Interpretation (philosophy); Pulmonary medicine; Lung; 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":[],"consensus_categories":[],"category_scores_codex":[0.001587,0.0002029805,0.0002306259,0.0002488355,0.0004354278,0.00004973826,0.0004754394,0.00006488031,0.0001424506],"category_scores_gemma":[0.0007360612,0.0001353412,0.0001078034,0.0007924396,0.00009092247,0.0001217878,0.0003076323,0.001139557,0.00002432734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000790078,"about_ca_system_score_gemma":0.0002642322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001470126,"about_ca_topic_score_gemma":0.00002111515,"domain_scores_codex":[0.9972379,0.0007060018,0.0003430689,0.0004679563,0.0007088653,0.0005362114],"domain_scores_gemma":[0.9982986,0.0008949594,0.0001138102,0.000475136,0.00009580985,0.0001216702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002426204,0.001086971,0.6641023,0.0006253786,0.0001473366,0.00223797,0.007740537,0.004545894,0.03302233,0.002631137,0.001202706,0.2802313],"study_design_scores_gemma":[0.0003550837,0.000841734,0.975592,0.00008424884,0.0000585604,0.001282121,0.006252439,0.0139412,0.00004092639,0.0009121625,0.0004909756,0.0001485178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806958,0.001472128,0.0001736914,0.01085236,0.0002126116,0.001391078,0.00001158517,0.00007926233,0.005111456],"genre_scores_gemma":[0.9967614,0.00001978708,0.0001416926,0.001660857,0.0002303189,0.0008066179,0.00001954473,0.00003235391,0.0003273829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3114898,"threshold_uncertainty_score":0.5519055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04107994739105481,"score_gpt":0.3013722685532735,"score_spread":0.2602923211622187,"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."}}