{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018441,0.0002310326,0.0003470079,0.001462746,0.0005053407,0.0009973348,0.0002631307,0.0003884142,0.001602675],"category_scores_gemma":[0.001655588,0.0001866198,0.0003970762,0.001056204,0.0004485182,0.0005539179,0.0005160765,0.0004399914,0.000419908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004348651,"about_ca_system_score_gemma":0.0005353267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002277731,"about_ca_topic_score_gemma":0.004211399,"domain_scores_codex":[0.9997366,0.00004864832,0.00004010091,0.00002475005,0.00009138016,0.00005857272],"domain_scores_gemma":[0.9993052,0.0001984753,0.0001248611,0.00005651854,0.0001737079,0.0001412463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008632331,0.00005477894,0.9837912,0.00004482505,0.00003437278,0.0008915337,0.0001955692,0.000159885,0.006661029,0.0001031594,0.00007645714,0.007123858],"study_design_scores_gemma":[0.00002820391,0.0007413656,0.9754865,0.00003161337,0.0002116259,0.005995397,0.001761418,0.002577827,0.01119385,0.0003659886,0.001587399,0.00001884621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975584,0.0006730253,0.0002638578,0.00002547695,0.00001028486,0.00002116055,0.00007928206,0.00000886583,0.001359722],"genre_scores_gemma":[0.9986061,0.0003553441,0.0003379621,0.00001172171,0.000005861983,0.000009615307,0.000118864,0.000005045573,0.0005494499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002277731,"threshold_uncertainty_score":0.005386055,"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."}}