{"id":"W3016534000","doi":"10.1016/j.chest.2020.04.006","title":"Breathing at Extremes","year":2020,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Kingston Health Sciences Centre","funders":"","keywords":"Medicine; Pulmonary function testing; Lung volumes; Anthropometry; Obesity; Vital capacity; Spirometry; Internal medicine; Lung; Lung function; Diffusing capacity; Asthma","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001504355,0.0001262707,0.0002157912,0.00006013381,0.0001677819,0.00004818879,0.00013975,0.00005483528,0.003261192],"category_scores_gemma":[0.0002321021,0.0001049138,0.0001590175,0.0001629568,0.00009523225,0.0001358448,0.0001253694,0.0005644987,0.0003829093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004300574,"about_ca_system_score_gemma":0.0002895631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003234641,"about_ca_topic_score_gemma":6.002012e-7,"domain_scores_codex":[0.9987008,0.00004219411,0.0002153837,0.0002050907,0.0004943519,0.0003422098],"domain_scores_gemma":[0.9987544,0.00004115635,0.00006757396,0.0001508318,0.0001214256,0.0008646005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002270866,0.0005788633,0.5464133,0.002859077,0.0006922896,0.02629736,0.006200097,0.00004894929,0.1318537,0.0003489461,0.08959692,0.1928396],"study_design_scores_gemma":[0.004676361,0.0002908217,0.7374913,0.0003043948,0.0002074357,0.01064768,0.001165589,0.0025664,0.007341474,0.0003935825,0.2345448,0.0003702131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509094,0.004863711,0.0003789434,0.02419647,0.0001944067,0.0002059089,0.000008806947,0.00007354774,0.01916879],"genre_scores_gemma":[0.9933541,0.0002194866,0.001115724,0.001234234,0.00179882,0.000003068714,0.000007867662,0.00003611531,0.002230616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1924694,"threshold_uncertainty_score":0.99765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04936285375222463,"score_gpt":0.3059774232315416,"score_spread":0.256614569479317,"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."}}