{"id":"W2799975157","doi":"10.1007/s12105-018-0925-3","title":"Measuring Depth of Invasion in Early Squamous Cell Carcinoma of the Oral Tongue: Positive Deep Margin, Extratumoral Perineural Invasion, and Other Challenges","year":2018,"lang":"en","type":"article","venue":"Head and Neck Pathology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Perineural invasion; Tongue; Medicine; Cancer; Lymphovascular invasion; Pathology; Carcinoma; Tongue Neoplasm; Metastasis; 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":[0.0001826925,0.0001482807,0.0004625602,0.00008770464,0.00006540601,0.000002925519,0.00005775376,0.00009954657,0.000008879869],"category_scores_gemma":[0.00005385624,0.0001003916,0.00004298026,0.0001027317,0.0004099178,0.00003998725,0.0001163361,0.0001599462,9.951517e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001670455,"about_ca_system_score_gemma":0.00004161173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003095822,"about_ca_topic_score_gemma":0.00299406,"domain_scores_codex":[0.9989854,0.0001294509,0.000259337,0.0002697246,0.0001201699,0.0002359876],"domain_scores_gemma":[0.999514,0.00005900087,0.00008328015,0.0001853616,0.00009299803,0.00006530149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005029793,0.0001455554,0.9328329,0.0002729358,0.000006269861,0.00009567518,0.01048396,1.173737e-7,0.05143806,0.0001618268,0.00002012606,0.004039592],"study_design_scores_gemma":[0.002105187,0.002055432,0.9566528,0.0001667636,0.00002599745,0.0002195872,0.0008557577,0.00001870727,0.03769159,0.00004950169,0.00006813367,0.0000905135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881269,0.007440399,0.000001288277,0.000485238,0.00009133099,0.0002501521,0.0000062111,0.000007684456,0.003590803],"genre_scores_gemma":[0.9992158,0.0003063264,0.0001070366,0.0002302289,0.00006298783,0.00001012207,7.02344e-7,0.00001602977,0.00005071922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02381992,"threshold_uncertainty_score":0.4093852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05798522133570173,"score_gpt":0.2764656498295806,"score_spread":0.2184804284938789,"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."}}