{"id":"W2089732827","doi":"10.1016/j.hrtlng.2006.05.001","title":"Exercise-induced desaturation and electrocardiogram changes in people with severe lung disease: An exploratory investigation of 25 serial cases","year":2006,"lang":"en","type":"article","venue":"Heart & Lung","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Pulmonary disease; Oxygen saturation; Lung disease; Physical therapy; Anesthesia; Lung; Oxygen","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":[0.0001763471,0.000180265,0.000337272,0.0002500928,0.00008476192,0.00003018743,0.00004297917,0.00007678773,0.00002683408],"category_scores_gemma":[0.0000345339,0.00016727,0.00004064311,0.0004894526,0.00009382217,0.0003638793,0.00003166762,0.0001727899,0.000001281025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002419977,"about_ca_system_score_gemma":0.0004420446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005743133,"about_ca_topic_score_gemma":0.002468834,"domain_scores_codex":[0.9985284,0.0001372594,0.0002029025,0.0003768849,0.000427777,0.0003268099],"domain_scores_gemma":[0.9991866,0.00004915244,0.00006168464,0.0002765638,0.0001561778,0.000269803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00153919,0.0001392194,0.9494984,0.001096373,0.00002877478,0.0001440847,0.0004968711,0.00005410168,0.04549502,0.00006272965,0.000319416,0.001125889],"study_design_scores_gemma":[0.001513148,0.0002020189,0.9870314,0.0004412881,0.000137091,0.0000917549,0.0003872144,0.003614957,0.006300626,0.00006722166,0.00003288267,0.000180423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958022,0.002477644,0.00001006441,0.0004216641,0.00004254687,0.001111711,0.00002274718,0.00005482092,0.00005657506],"genre_scores_gemma":[0.99895,0.00009219127,0.0001617937,0.00003896073,0.0002416239,0.0001708829,0.0002573339,0.00003529261,0.00005189674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03919439,"threshold_uncertainty_score":0.6821072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458786976548423,"score_gpt":0.2722458015589329,"score_spread":0.2576579317934487,"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."}}