{"id":"W2948587928","doi":"10.1089/ve.2018.0147","title":"Ministernotomy for Thyroid Surgery","year":2019,"lang":"en","type":"article","venue":"VideoEndocrinology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Thyroid; Medicine; General surgery; Internal medicine","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":[0.000125152,0.000212822,0.0006743146,0.0002673946,0.00005104627,0.00001404756,0.00009816111,0.0001045007,0.0003827122],"category_scores_gemma":[0.0001592692,0.0001894597,0.0003757301,0.000152646,0.00007441232,0.00007511819,0.00004719251,0.0001705984,0.001823784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003676671,"about_ca_system_score_gemma":0.0001610872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001090655,"about_ca_topic_score_gemma":0.000002846647,"domain_scores_codex":[0.9983056,0.00004630472,0.0003981604,0.0004466555,0.0001408922,0.0006624064],"domain_scores_gemma":[0.9982188,0.0009017893,0.0001031747,0.0005298139,0.00009790677,0.000148558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002421398,0.0003695053,0.4645686,0.0003757028,0.0003201884,0.0004317401,0.0001605331,0.000004538082,0.1364327,0.006931583,0.3792903,0.008693217],"study_design_scores_gemma":[0.002558115,0.0005258519,0.05729558,0.00004525183,0.00008489232,0.001271084,0.0001284416,0.00006776261,0.02178998,0.0003259331,0.9155325,0.0003745671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979539,0.001584943,0.0001717712,0.003006518,0.001569966,0.0008539188,0.00002197951,0.0002003645,0.01305151],"genre_scores_gemma":[0.9806443,0.0001432283,0.0005522214,0.002790083,0.0004048178,0.0001400054,0.00007718315,0.00004834437,0.01519983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5362423,"threshold_uncertainty_score":0.9989534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02574197529713232,"score_gpt":0.284694900994388,"score_spread":0.2589529256972556,"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."}}