{"id":"W2903812357","doi":"10.1002/hed.25532","title":"Preoperative assessment of CD44‐mediated depth of invasion as predictor of occult metastases in early oral squamous cell carcinoma","year":2018,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"China Scholarship Council","keywords":"Medicine; Occult; CD44; Biopsy; Radiology; Sentinel lymph node; Lymph node; Oncology; Cancer; Internal medicine; Pathology; Cell; Breast cancer","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":[0.0002371838,0.0001884004,0.0008468879,0.0001693809,0.00003199664,0.000003040899,0.00009477906,0.00008708307,0.0001326383],"category_scores_gemma":[0.0001994229,0.0001451976,0.00009663621,0.0003790187,0.0002588453,0.00008706372,0.0000785399,0.0001571369,0.000008646717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008054311,"about_ca_system_score_gemma":0.0004946389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002832444,"about_ca_topic_score_gemma":0.001742509,"domain_scores_codex":[0.9982737,0.0001282256,0.0006341754,0.0002707711,0.00043094,0.0002622234],"domain_scores_gemma":[0.9987954,0.0001548697,0.0002117985,0.0002933934,0.0004286285,0.0001158706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006593349,0.0009214668,0.9338384,0.0006203001,0.00005542098,0.00002802433,0.004417379,0.000002592722,0.0579428,0.00005269342,0.001207181,0.0002543713],"study_design_scores_gemma":[0.004075748,0.007232963,0.7952501,0.0002991054,0.0001105163,0.00000426816,0.0005570258,0.0001055638,0.192041,0.00001043004,0.0002146085,0.00009859452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928616,0.0005989244,0.00001083878,0.0001091765,0.0001079246,0.0006248545,0.000117855,0.00001633737,0.005552451],"genre_scores_gemma":[0.9986115,0.00004914225,0.000947208,0.00009753495,0.00005918941,0.0000319634,0.00003569612,0.00001923836,0.0001485782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1385883,"threshold_uncertainty_score":0.5920988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03865030682286871,"score_gpt":0.3352931317174936,"score_spread":0.2966428248946249,"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."}}