{"id":"W2906063299","doi":"10.1089/ve.2018.0128","title":"Two Approaches to Conservative Neck Dissection: Anterior and Posterior Approaches to Level V","year":2018,"lang":"en","type":"article","venue":"VideoEndocrinology","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Neck dissection; Papillary thyroid cancer; Dissection (medical); Thyroid cancer; Metastasis; Cervical lymph nodes; Thyroid; Cancer; Radiology; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004036365,0.0002397525,0.0004737269,0.0001919315,0.0001290396,0.00003309564,0.00008074244,0.00004517541,0.0001263108],"category_scores_gemma":[0.00005476662,0.0001984522,0.00006530539,0.0002311994,0.0002058289,0.00006380769,0.0001845966,0.0001019644,0.0001654669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169271,"about_ca_system_score_gemma":0.00006186415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00047722,"about_ca_topic_score_gemma":0.001085832,"domain_scores_codex":[0.9985418,0.00004471739,0.0002641079,0.0005986225,0.0001112069,0.0004395209],"domain_scores_gemma":[0.9991878,0.00006321751,0.00005332607,0.0003550094,0.00005553947,0.0002850567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005313604,0.001456156,0.6609364,0.0002883501,0.001249195,0.0007388028,0.009631976,0.000004998087,0.01102359,0.01076947,0.009963821,0.2886237],"study_design_scores_gemma":[0.003451997,0.005094764,0.9282395,0.0001874115,0.0001849562,0.002069764,0.001061265,0.00004113868,0.03648137,0.0001540867,0.02270061,0.0003331732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616776,0.0004272147,0.0001919354,0.03427262,0.0003057962,0.0009513299,0.00003708631,0.00007410373,0.002062314],"genre_scores_gemma":[0.9895447,0.00003720035,0.005072056,0.003646105,0.0003949658,0.0004379433,0.00001012343,0.00002913394,0.000827733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2882905,"threshold_uncertainty_score":0.8092645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3187129874432683,"score_gpt":0.3291208988769685,"score_spread":0.01040791143370023,"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."}}