{"id":"W4212938543","doi":"10.3389/fendo.2022.823117","title":"Intraoperative Neuromonitoring: Evaluating the Role of Continuous IONM and IONM Techniques for Emerging Surgical and Percutaneous Procedures","year":2022,"lang":"en","type":"review","venue":"Frontiers in Endocrinology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Recurrent laryngeal nerve; Thyroid; Percutaneous; Surgery; Dissection (medical); 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003687937,0.0003553896,0.001841068,0.0003479085,0.000165689,0.00001620102,0.0001534942,0.0001755742,0.00001351891],"category_scores_gemma":[0.0005325915,0.0002538722,0.0001912775,0.000194127,0.000295027,0.00003492829,0.0001716387,0.0007418831,2.16405e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007636297,"about_ca_system_score_gemma":0.0002562453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001999962,"about_ca_topic_score_gemma":0.000002182292,"domain_scores_codex":[0.9977603,0.0004140722,0.0006751623,0.0005252936,0.0001771044,0.0004480978],"domain_scores_gemma":[0.998531,0.000817623,0.0002812369,0.0002515916,0.00005209627,0.00006642435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001986675,0.00005834441,0.00130348,0.002025321,0.0001734478,0.0003189416,0.0006252996,6.072533e-7,0.00006430452,0.0002182244,0.0006022142,0.9944112],"study_design_scores_gemma":[0.0003789463,0.0009819596,0.00001992573,0.0008486126,0.0005011536,0.009615251,0.001394412,0.00007412246,0.00004555962,0.0001683146,0.9857215,0.0002502059],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005055524,0.9920895,0.00001833277,0.00008036199,0.0005833922,0.001805916,0.00003425368,0.00004792857,0.0002848327],"genre_scores_gemma":[0.002464555,0.9941527,0.002102016,0.00002161933,0.0002900306,0.0006562097,0.0000424373,0.0000543905,0.0002160893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.994161,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.039060472775722,"score_gpt":0.3610670109613999,"score_spread":0.3220065381856779,"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."}}