{"id":"W2038582177","doi":"10.1016/j.rmed.2011.04.003","title":"Evaluating nocturnal oxygen desaturation in COPD – revised","year":2011,"lang":"en","type":"article","venue":"Respiratory Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; McGill University; West Park Healthcare Centre; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Hypoxemia; Nocturnal; COPD; Sleep apnea; Apnea; Oxygen therapy; Oxygen saturation; Population; Obstructive sleep apnea; Pulse oximetry; Anesthesia; Internal medicine; Cardiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002585901,0.0007989629,0.001323434,0.00133308,0.0004129195,0.00100205,0.0008675238,0.0007430565,0.001317687],"category_scores_gemma":[0.006249232,0.0002622253,0.001635916,0.0006826128,0.0002513816,0.0008102654,0.0007542875,0.0007397978,0.0006679642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009597766,"about_ca_system_score_gemma":0.0008567063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005939898,"about_ca_topic_score_gemma":0.01229708,"domain_scores_codex":[0.9979436,0.0004081427,0.0007033301,0.0001612598,0.0006661339,0.0001176129],"domain_scores_gemma":[0.9960893,0.0007829769,0.001108887,0.0001449232,0.00145665,0.0004172015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002225014,0.0002477992,0.913384,0.0008222343,0.00110002,0.000499684,0.0003349328,0.00184442,0.002854761,0.0001450646,0.003989161,0.0725529],"study_design_scores_gemma":[0.0001192089,0.001319616,0.9871756,0.0001533597,0.0004577181,0.001480353,0.0003041753,0.002380866,0.002092299,0.00007263442,0.004410263,0.0000337795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602445,0.006621669,0.003622601,0.0007048383,0.0003390937,0.001749591,0.005969297,0.0002191376,0.02052928],"genre_scores_gemma":[0.978981,0.002600264,0.007576233,0.0003216089,0.0001782058,0.0008379131,0.006144972,0.00003614806,0.003323735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005939898,"threshold_uncertainty_score":0.01367575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1547156352118721,"score_gpt":0.4005477329203783,"score_spread":0.2458320977085063,"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."}}