{"id":"W4385794587","doi":"10.1002/ctd2.227","title":"Lymph node metastasis in oral squamous cell carcinoma: Where we are and where we are going","year":2023,"lang":"en","type":"article","venue":"Clinical and Translational Discovery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Medicine; Immunotherapy; Neck dissection; Lymph node; Metastasis; Oncology; Cancer; Dissection (medical); Clinical trial; Radiology; 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":[0.0002737748,0.0001876205,0.000598714,0.00008516815,0.0001078713,0.00003426442,0.00004471168,0.0001254036,0.00003789769],"category_scores_gemma":[0.00005673278,0.000148479,0.0001497397,0.0002400115,0.0001958882,0.0001979715,0.00003935004,0.000237695,0.00002315436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001162361,"about_ca_system_score_gemma":0.0001054672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004876663,"about_ca_topic_score_gemma":0.0008299474,"domain_scores_codex":[0.9985023,0.00007764673,0.0004993301,0.0004240462,0.0002347839,0.00026195],"domain_scores_gemma":[0.998993,0.0006259176,0.00007501429,0.0001226594,0.00003646372,0.0001469521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003249981,0.0001773289,0.989481,0.001004984,0.00003959841,0.0001437818,0.0002980026,0.000022846,0.00002211244,0.0001076506,0.001850469,0.006527177],"study_design_scores_gemma":[0.004456063,0.0001007358,0.9870778,0.0005546691,0.0001308809,0.000009002109,0.000711149,0.0004592201,0.00001452257,0.0006467899,0.005662023,0.0001771793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9305151,0.04448275,0.00003698011,0.02348577,0.0001782975,0.0001872772,0.0002226833,0.0000390976,0.0008520923],"genre_scores_gemma":[0.9848855,0.01333451,0.0001317203,0.0003174653,0.0001855052,0.00001882692,0.00003253481,0.00002052154,0.001073455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0543704,"threshold_uncertainty_score":0.6054797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0705476701719316,"score_gpt":0.3432320632023814,"score_spread":0.2726843930304498,"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."}}