{"id":"W4389883938","doi":"10.1097/pas.0000000000002166","title":"Tumor Budding Assessment in Colorectal Carcinoma","year":2023,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Health Sciences North; Princess Margaret Cancer Centre; Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"","keywords":"Tumor budding; Medicine; Normalization (sociology); Colorectal cancer; Grading (engineering); Cohort; Internal medicine; Gastroenterology; Oncology; Pathology; Cancer; Metastasis; Biology; 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":[0.00108925,0.0002126218,0.0003960889,0.001606357,0.0002983047,0.0006313734,0.0002148673,0.0002209649,0.0005496557],"category_scores_gemma":[0.002912098,0.0002084098,0.0002130299,0.0009535322,0.0003411417,0.0002880061,0.0008393996,0.0002709497,0.0002029488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003929113,"about_ca_system_score_gemma":0.0002587013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002027827,"about_ca_topic_score_gemma":0.003317623,"domain_scores_codex":[0.9995393,0.0001298359,0.00005676646,0.00004501294,0.0001854104,0.00004383235],"domain_scores_gemma":[0.9990351,0.0002126568,0.0002543851,0.0000947122,0.0002439778,0.000159169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00116217,0.00002142128,0.9193139,0.0001357643,0.00005256291,0.001112531,0.0002845161,0.000885619,0.02892639,0.0001636592,0.0002768665,0.04766472],"study_design_scores_gemma":[0.0000134548,0.0002655015,0.9756169,0.0000437065,0.00004977985,0.005072305,0.0004185865,0.004455314,0.01193825,0.0002846935,0.00181655,0.00002497932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953399,0.002253949,0.001231945,0.00002862382,0.000016592,0.0000214479,0.00006013911,0.00003394886,0.001013431],"genre_scores_gemma":[0.9980009,0.000498548,0.001247702,0.000006775475,0.000003479709,0.000004635178,0.00009065001,0.000005547148,0.0001418375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002027827,"threshold_uncertainty_score":0.00576055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02209049198919469,"score_gpt":0.3339604726959606,"score_spread":0.3118699807067659,"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."}}