{"id":"W2121192768","doi":"10.4103/0189-6725.115042","title":"Tonsillectomy: Vasoconstrictive hydrolytic cold dissection method","year":2013,"lang":"en","type":"article","venue":"African Journal of Paediatric Surgery","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia; Royal College of Surgeons of England","keywords":"Medicine; Tonsillectomy; Surgery; Bleed; Blood loss; Dissection (medical); Otorhinolaryngology; General surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001506864,0.0002195141,0.0007869219,0.001495028,0.0001027173,0.00005072478,0.0001411292,0.0001230634,0.0008126713],"category_scores_gemma":[0.002546747,0.0001743444,0.000566164,0.002105905,0.0001200692,0.0003772483,0.00005095701,0.0006858932,0.0001112049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004369543,"about_ca_system_score_gemma":0.0004824223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005632343,"about_ca_topic_score_gemma":7.629446e-7,"domain_scores_codex":[0.9970943,0.0004137434,0.0008333516,0.0002442375,0.0008988729,0.0005155075],"domain_scores_gemma":[0.9935436,0.003900677,0.0006122444,0.0002559427,0.001118262,0.0005692571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005556466,0.0008548587,0.747362,0.0001421852,0.001564459,0.00113806,0.0007897802,0.00004868917,0.02623884,0.0001538534,0.02255459,0.198597],"study_design_scores_gemma":[0.009340195,0.003937989,0.8795174,0.00034702,0.003400295,0.01435044,0.01269596,0.004572237,0.0561661,0.002548983,0.01119649,0.001926917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845865,0.001644378,0.007186596,0.001478395,0.001078198,0.0005839324,0.000004909882,0.00004411394,0.003392918],"genre_scores_gemma":[0.9949859,0.0001429382,0.003501676,0.00009444498,0.001028817,0.00002439518,0.000001611774,0.00003966572,0.000180579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1966701,"threshold_uncertainty_score":0.8898181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677341960072423,"score_gpt":0.2815421557752716,"score_spread":0.2647687361745474,"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."}}