{"id":"W1532585055","doi":"10.1001/jamaoto.2015.1351","title":"Early Oral Tongue Squamous Cell Carcinoma","year":2015,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"National Cancer Institute","keywords":"Tongue; Medicine; Neck dissection; Stage (stratigraphy); Retrospective cohort study; Basal cell; Glossectomy; Surgery; Lymphovascular invasion; Cancer; Internal medicine; Metastasis; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008426607,0.0004893684,0.00150663,0.0003729997,0.0001766973,0.0000495081,0.0002020793,0.0004790838,0.0001831097],"category_scores_gemma":[0.0007710762,0.0004348932,0.0004186177,0.0005475623,0.0002702581,0.0003005391,0.0001893394,0.0007522649,0.0006629323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002354787,"about_ca_system_score_gemma":0.0007496375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249637,"about_ca_topic_score_gemma":0.0001543191,"domain_scores_codex":[0.9965965,0.0002407357,0.000749616,0.0007518659,0.0005550882,0.001106158],"domain_scores_gemma":[0.9972108,0.0005803655,0.0001910487,0.0007961668,0.0004026113,0.0008190337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008614382,0.0003847987,0.8668398,0.0003121896,0.00004607622,0.002966593,0.0008404604,7.895501e-7,0.0006916091,0.00004001865,0.1247867,0.002229495],"study_design_scores_gemma":[0.003473141,0.0008754361,0.9405091,0.000148372,0.0001420211,0.0007866777,0.0002134704,0.00007014626,0.002068319,0.00005561196,0.05117909,0.0004785713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657881,0.003941714,0.00001029477,0.00300111,0.001521989,0.0005286335,0.00002688905,0.0002956342,0.0248856],"genre_scores_gemma":[0.9920731,0.0000576778,0.0002952558,0.003685852,0.0008683457,0.0001250882,0.00006646012,0.00009254196,0.002735672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07366931,"threshold_uncertainty_score":0.9998103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04318897403476381,"score_gpt":0.2840078517548422,"score_spread":0.2408188777200784,"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."}}