{"id":"W3129306061","doi":"10.1016/j.oraloncology.2021.105195","title":"Relationship of depth of invasion to survival outcomes and patterns of recurrence for T3 oral tongue squamous cell carcinoma","year":2021,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; McMaster University; McMaster University Medical Centre","funders":"","keywords":"Medicine; Cancer; Internal medicine; Tongue; Radiation therapy; Oncology; Epidermoid carcinoma; Proportional hazards model; Pathology","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":[0.0001934922,0.00007732971,0.0006293568,0.00005903003,0.00002209558,8.220865e-7,0.00003887282,0.00008141097,0.00002234485],"category_scores_gemma":[0.0004582158,0.00006411081,0.00006116125,0.0001099978,0.00005242582,0.00002081903,0.00006461376,0.00007233088,7.074734e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004198806,"about_ca_system_score_gemma":0.0002315972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003410972,"about_ca_topic_score_gemma":0.003106439,"domain_scores_codex":[0.9992275,0.00007582363,0.0003160682,0.000154764,0.00009809042,0.0001277329],"domain_scores_gemma":[0.9989387,0.0005266728,0.0001142193,0.0001353623,0.0002209882,0.00006404713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002385303,0.0001833637,0.9876725,0.0003934666,0.000009944424,0.00001068446,0.00075573,0.000001160881,0.0033495,0.0002910271,0.0003653654,0.006728735],"study_design_scores_gemma":[0.002077571,0.002603792,0.9690794,0.00004126383,0.00008149957,0.000005602249,0.0005474787,0.000007249758,0.02404799,0.00005123455,0.001402941,0.000054011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967269,0.0003553213,0.0001589013,0.001106769,0.000231834,0.0002354409,0.00004984074,0.000004083736,0.001130901],"genre_scores_gemma":[0.9973369,0.00002069613,0.002104274,0.0001259132,0.00002086733,0.00001558801,0.00001605733,0.000007096193,0.0003526701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02069849,"threshold_uncertainty_score":0.2614363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065032676316459,"score_gpt":0.377860512358453,"score_spread":0.2713572447268072,"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."}}