{"id":"W1966981693","doi":"10.1002/lary.21730","title":"Endoscopic‐assisted radiofrequency lingual tonsillectomy","year":2011,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Tonsillectomy; Surgery; Dentistry","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":[0.0003388223,0.0001932676,0.0003047665,0.0001274414,0.0001878894,0.00002182992,0.0003255629,0.00009446176,0.002970026],"category_scores_gemma":[0.0002996939,0.0001235483,0.0001142663,0.0004778166,0.0003120627,0.0000941491,0.0001255812,0.0004879404,0.0007243514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047424,"about_ca_system_score_gemma":0.000119448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003625961,"about_ca_topic_score_gemma":0.00001790403,"domain_scores_codex":[0.9983331,0.0001568455,0.0002566138,0.000314399,0.000428309,0.0005107357],"domain_scores_gemma":[0.9987606,0.0001081899,0.00006214081,0.0007065965,0.0001615386,0.0002009476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002100473,0.002037451,0.2391938,0.0004900476,0.002028288,0.002343915,0.01703627,5.482773e-7,0.4446339,0.01292754,0.005437094,0.2717707],"study_design_scores_gemma":[0.006304212,0.001600692,0.4743325,0.0001628874,0.0004170016,0.0008073316,0.00081913,0.0001344647,0.4888605,0.001532204,0.02456308,0.0004659634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8447704,0.001159376,0.0001084776,0.0008420061,0.0003137279,0.0007642222,0.000006379876,0.0001625726,0.1518728],"genre_scores_gemma":[0.9939216,0.00004513747,0.002802588,0.0005217441,0.000267713,0.00005122936,0.0000101246,0.00004613715,0.00233371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2713048,"threshold_uncertainty_score":0.9979414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06333061028119485,"score_gpt":0.3075462690811346,"score_spread":0.2442156587999397,"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."}}