{"id":"W3194137933","doi":"10.1177/01945998211033523","title":"Role of Thyroidectomy in Recurrent Laryngeal Carcinoma.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"National Institute for Health and Care Research","keywords":"Thyroidectomy; Laryngectomy; Radiological weapon; Total thyroidectomy; Subtotal thyroidectomy; Larynx","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":[0.0005203757,0.0001039207,0.0003172355,0.0002423984,0.00004226751,0.000003841866,0.0001005647,0.00003119093,0.00009145676],"category_scores_gemma":[0.00007034964,0.0001024206,0.000111084,0.000421687,0.00003018803,0.00004021734,0.0001062229,0.0002950531,0.000006010637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159029,"about_ca_system_score_gemma":0.00008350296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000945541,"about_ca_topic_score_gemma":0.00001990227,"domain_scores_codex":[0.9986959,0.0001037442,0.0003082627,0.0002169231,0.0003186609,0.0003565258],"domain_scores_gemma":[0.9994327,0.00007426989,0.00007939056,0.0002570952,0.00002538625,0.0001311298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00119964,0.0009119647,0.8978476,0.00005031269,0.00004576781,0.0001741058,0.00112071,0.00003525031,0.005342541,0.0004925377,0.0147302,0.07804937],"study_design_scores_gemma":[0.001303515,0.00009236101,0.9593117,0.000002841761,0.00001922483,0.00005208957,0.0004435646,0.00005331761,0.001825989,0.0001188583,0.03667438,0.0001021352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744854,0.008029418,5.714346e-7,0.000353142,0.0002364826,0.0006213925,0.00002733077,0.00003016249,0.01621612],"genre_scores_gemma":[0.9975166,0.00003482244,0.00001795995,0.0001902344,0.0000964388,0.001368541,0.00003516601,0.00001687505,0.000723417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07794724,"threshold_uncertainty_score":0.4176589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739257875101477,"score_gpt":0.2197681975471884,"score_spread":0.2023756187961736,"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."}}