{"id":"W2989703686","doi":"10.1183/13993003.congress-2019.pa2648","title":"Considerable variation exists among spirometry interpretation algorithms","year":2019,"lang":"en","type":"article","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Spirometry; Medicine; Bronchodilator; Asthma; Guideline; COPD; Primary care; Medical diagnosis; Algorithm; Physical therapy; Intensive care medicine; Family medicine; Internal medicine; Computer science; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0995921,0.0007800686,0.001456371,0.00962134,0.0007104323,0.00457705,0.004011716,0.00177319,0.001665914],"category_scores_gemma":[0.3207431,0.000825807,0.00226439,0.007483534,0.001805116,0.002939566,0.002569882,0.001582437,0.001781271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002474672,"about_ca_system_score_gemma":0.004906907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004965599,"about_ca_topic_score_gemma":0.007796749,"domain_scores_codex":[0.8934214,0.04377506,0.03569218,0.006603193,0.01938066,0.001127469],"domain_scores_gemma":[0.6848898,0.2559001,0.0146796,0.01161433,0.03192952,0.0009868043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007196635,0.0001391966,0.0933506,0.0319286,0.001928535,0.0003657362,0.004052467,0.002588701,0.003299472,0.007572838,0.0410422,0.8130121],"study_design_scores_gemma":[0.0006880937,0.0009517696,0.3561276,0.09159155,0.004248369,0.004927487,0.007622581,0.01583548,0.0128323,0.03517153,0.469392,0.0006113055],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2237888,0.4128589,0.1758135,0.04876804,0.003717915,0.005355825,0.02017206,0.004228592,0.1052964],"genre_scores_gemma":[0.6450685,0.09257558,0.2213843,0.01669573,0.001131618,0.003312396,0.01704333,0.001026938,0.001761744],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0995921,"threshold_uncertainty_score":0.5266997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01418567565603881,"score_gpt":0.2955138988609686,"score_spread":0.2813282232049298,"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."}}