{"id":"W2075365779","doi":"10.1158/1538-7445.am2013-5125","title":"Abstract 5125: Predictive markers on risk of developing lymph node metastasis in early-staged oral cancer patients.","year":2013,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pathological; Cancer; Stage (stratigraphy); Lymph node; Pathological staging; Internal medicine; Metastasis; Dissection (medical); Primary tumor; Disease; Neck dissection; Surgery; Oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003723071,0.0002616893,0.0002361962,0.0008422208,0.0002483866,0.0004431547,0.0003003794,0.0003276852,0.003855067],"category_scores_gemma":[0.002054504,0.0001165282,0.000206142,0.001216396,0.0001320903,0.0002888476,0.0002353307,0.0004617597,0.0008035011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002986837,"about_ca_system_score_gemma":0.0003750349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003993351,"about_ca_topic_score_gemma":0.004860514,"domain_scores_codex":[0.999832,0.00003725581,0.00002568555,0.00003114122,0.00004855466,0.00002526399],"domain_scores_gemma":[0.9989511,0.0002580564,0.000413254,0.00003255473,0.000146451,0.0001986143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000187402,0.00003074125,0.9968387,0.00001900795,0.00001115057,0.00004727549,0.000008995397,0.00007072769,0.0001144083,0.00000876795,0.0004652335,0.002197494],"study_design_scores_gemma":[0.00001459381,0.0001019899,0.9986032,0.0000121035,0.00002745336,0.0002216757,0.00004198976,0.0003801095,0.0001096367,0.00002780268,0.0004558993,0.000003584161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898236,0.0008688254,0.0001962965,0.0001613886,0.00002957823,0.00004982197,0.005938544,0.00002633396,0.002905532],"genre_scores_gemma":[0.9964285,0.000156554,0.0002987015,0.00003260938,0.00001995055,0.00002553145,0.002446256,0.000003113659,0.0005886439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003993351,"threshold_uncertainty_score":0.01289654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07036709203400726,"score_gpt":0.3916544203178549,"score_spread":0.3212873282838477,"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."}}