{"id":"W3215195321","doi":"10.1016/j.prp.2021.153719","title":"Tumor budding to investigate local invasion, metastasis and prognosis in temporal bone squamous cell carcinoma","year":2021,"lang":"en","type":"article","venue":"Pathology - Research and Practice","topic":"Ear and Head Tumors","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Università degli Studi di Padova","keywords":"Tumor budding; Grading (engineering); Perineural invasion; Lymphovascular invasion; Pathological; Pathology; Budding; Oncology; Stroma; Medicine; Metastasis; Internal medicine; Cancer; Biology; Immunohistochemistry; Lymph node metastasis","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":[0.003509007,0.0001392207,0.0003571203,0.0003545288,0.000186606,0.00005716476,0.00005800569,0.00009673012,0.00007326567],"category_scores_gemma":[0.007908005,0.0001146133,0.00002554809,0.0006645379,0.0003760917,0.0002131174,0.0002832533,0.0008894319,0.00004367822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004843095,"about_ca_system_score_gemma":0.0004124789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005628728,"about_ca_topic_score_gemma":0.000389662,"domain_scores_codex":[0.9970481,0.001179321,0.0002846445,0.0005484058,0.0003669226,0.0005726551],"domain_scores_gemma":[0.9969662,0.001793711,0.00005168576,0.0002359584,0.000391479,0.0005609181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002271926,0.001097757,0.8316228,0.0008817384,0.00002231777,0.08458975,0.004340588,0.000001507828,0.06523715,0.0005154148,0.003406844,0.006012217],"study_design_scores_gemma":[0.009114432,0.00881335,0.6538062,0.0003500129,0.0003250259,0.05248667,0.03845356,0.0003404145,0.2001434,0.002610823,0.03272638,0.0008297304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729152,0.003009662,0.00003642307,0.02024344,0.00003904659,0.0004308329,0.00001060164,0.00001769386,0.003297036],"genre_scores_gemma":[0.9909809,0.0001966076,0.006596248,0.001523771,0.00006447571,0.00007374967,0.00001766172,0.00002216082,0.0005243899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1778166,"threshold_uncertainty_score":0.9467192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196826590906013,"score_gpt":0.3962536861732744,"score_spread":0.2765710270826731,"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."}}