{"id":"W2349698848","doi":"","title":"Treatment of obstructive sleep apnea-hypopnea syndrome with radiofrequency volumetric tissue reduction collaborating upper-airway procedure","year":2009,"lang":"en","type":"article","venue":"Jiefangjun yixue zazhi","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hypopnea; Medicine; Epworth Sleepiness Scale; Obstructive sleep apnea; SSS*; Polysomnography; Anesthesia; Apnea; Lethargy; Oxygen saturation; Internal medicine; Oxygen","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001729311,0.0005517344,0.001046502,0.0009985545,0.0002435995,0.00005781273,0.000232248,0.0002865859,0.0002050925],"category_scores_gemma":[0.0003093811,0.0004408036,0.0001719263,0.003987988,0.0003306007,0.0004269881,0.00003027896,0.0003694147,0.0000685678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133899,"about_ca_system_score_gemma":0.0002669285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000140889,"about_ca_topic_score_gemma":0.000008240401,"domain_scores_codex":[0.9963676,0.0001381851,0.0006866163,0.0009178306,0.001084901,0.000804886],"domain_scores_gemma":[0.9972743,0.00009153101,0.0004046757,0.0008557813,0.0009661705,0.0004075581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002871236,0.003884198,0.05942666,0.0006913606,0.001625583,0.002391208,0.004796262,0.0001988257,0.2485426,0.001581957,0.0003233169,0.6736668],"study_design_scores_gemma":[0.02113512,0.0586424,0.4373678,0.0005009327,0.001884033,0.0230233,0.007574412,0.003230285,0.4394113,0.000548097,0.00455199,0.002130345],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887589,0.002281161,0.0003934941,0.001206732,0.0003115153,0.002487284,0.00006780403,0.000199117,0.004293961],"genre_scores_gemma":[0.9857051,0.00006804935,0.01204811,0.00003083029,0.0003501124,0.0001310883,0.00009256849,0.00008555076,0.001488587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6715365,"threshold_uncertainty_score":0.9998044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01193491638898608,"score_gpt":0.2789307757298078,"score_spread":0.2669958593408218,"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."}}