{"id":"W2030692072","doi":"10.2310/7070.2001.19563","title":"Management of the Neck in N0 Squamous Cell Carcinoma of the Oral Cavity","year":2001,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Neck dissection; Oral cavity; Basal cell; Surgery; Cancer; Epidermoid carcinoma; Carcinoma; Retrospective cohort study; Dissection (medical); Internal medicine; Dentistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006108778,0.00009306478,0.0004128818,0.00005239903,0.00005748105,0.000001141619,0.0003524084,0.00005080488,0.00003871845],"category_scores_gemma":[0.00003501472,0.00003941679,0.0001492991,0.0002587769,0.0002141365,0.00002565108,0.0001644075,0.0003515041,0.000001683025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005725873,"about_ca_system_score_gemma":0.00008012987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003045647,"about_ca_topic_score_gemma":0.0002095232,"domain_scores_codex":[0.9988267,0.0002465242,0.0004447802,0.00006139422,0.0002360869,0.0001844793],"domain_scores_gemma":[0.9991114,0.00007824039,0.0003563989,0.0003277494,0.00009422446,0.00003204033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008503454,0.0003414378,0.9890769,0.0002047088,0.00008236581,0.0001678264,0.001964884,0.00005046249,0.004835381,0.0001337754,0.001185825,0.00110607],"study_design_scores_gemma":[0.001960623,0.0005080478,0.9894175,0.0001254099,0.0001924201,0.0004916863,0.0005082104,0.00002308888,0.005159546,0.000118611,0.001458453,0.00003638765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888846,0.001780444,0.000005110431,0.004015353,0.0002950653,0.0002418368,0.000001200145,0.000001446983,0.004774902],"genre_scores_gemma":[0.9987942,0.0003091132,0.00003846924,0.0003978518,0.00005401382,0.000001733878,6.989781e-8,0.000007478367,0.0003970462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009909582,"threshold_uncertainty_score":0.160737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921527374927788,"score_gpt":0.2716013891480274,"score_spread":0.2523861153987495,"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."}}