{"id":"W1983532794","doi":"10.1016/j.otohns.2008.12.005","title":"Post‐tonsillectomy bleeding: How much is too much?","year":2009,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Tonsillectomy; General surgery; Medicine; Surgery","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":[0.0002293822,0.0002666578,0.000521606,0.000426365,0.0001497213,0.00004145203,0.000263241,0.0003179423,0.001244086],"category_scores_gemma":[0.000491111,0.000240193,0.0001744921,0.0004943415,0.0002313472,0.0001670392,0.0001005022,0.0006581447,0.0004615551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001550323,"about_ca_system_score_gemma":0.00009867839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003744298,"about_ca_topic_score_gemma":0.000005176514,"domain_scores_codex":[0.9978025,0.0001017089,0.0002348204,0.0005906804,0.0004473382,0.0008229485],"domain_scores_gemma":[0.9984214,0.0001194987,0.00007547079,0.0006032576,0.0004305999,0.0003497449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009512121,0.0007573927,0.1234474,0.0001198013,0.0004663927,0.001870944,0.001503816,1.621318e-7,0.7834839,0.01074616,0.04669064,0.02996214],"study_design_scores_gemma":[0.00852648,0.005708871,0.6753381,0.000057303,0.0002859068,0.004319485,0.001166784,0.000958599,0.2220847,0.003061643,0.07761074,0.0008813938],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074938,0.0003862452,0.000137018,0.05737649,0.0002356507,0.0006215266,0.00001324535,0.0001604924,0.03357551],"genre_scores_gemma":[0.9852552,0.00002319006,0.001768816,0.00685944,0.0003236075,0.00002347198,0.000033687,0.00003725597,0.005675326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5613992,"threshold_uncertainty_score":0.9996689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017625389401042,"score_gpt":0.2934043586570635,"score_spread":0.2757789692560215,"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."}}