{"id":"W1892016605","doi":"10.1002/lary.25152","title":"Discontinuing routine histopathological analysis after adult tonsillectomy for benign indication","year":2015,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Tonsillectomy; Medicine; Surgery; General 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":[],"consensus_categories":[],"category_scores_codex":[0.0007430552,0.0001423742,0.0003490587,0.0002003725,0.00008847981,0.00003349387,0.0001798152,0.00008489313,0.000152937],"category_scores_gemma":[0.0008437177,0.0000856143,0.000183091,0.000743249,0.0001694585,0.00008929035,0.0001064908,0.0002292612,0.0000673155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001739646,"about_ca_system_score_gemma":0.00004301493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004318266,"about_ca_topic_score_gemma":0.00005742181,"domain_scores_codex":[0.9985372,0.000146067,0.0002482548,0.0003249354,0.0003994339,0.0003441352],"domain_scores_gemma":[0.9987818,0.0001271767,0.00008028573,0.0004712316,0.0003533815,0.000186138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003671831,0.0003736464,0.9642109,0.00007229829,0.001133185,0.0001047774,0.005871295,0.00003728177,0.00730566,0.001572443,0.001439904,0.01420681],"study_design_scores_gemma":[0.004264534,0.0008119355,0.978277,0.00003481947,0.002275465,0.00005318167,0.001002236,0.005118764,0.004421375,0.000801858,0.002637925,0.0003009507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834714,0.0003281579,0.009549287,0.003895045,0.00007360994,0.0008297102,0.00002008881,0.00006178623,0.001770902],"genre_scores_gemma":[0.9948269,0.000004850843,0.003178012,0.0005060557,0.0002008341,0.000283433,0.00007600618,0.00002120665,0.0009027549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01406609,"threshold_uncertainty_score":0.349125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03171239381473015,"score_gpt":0.3215993994476387,"score_spread":0.2898870056329085,"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."}}