{"id":"W3162250233","doi":"10.1016/j.clcc.2021.05.003","title":"Prognostic and Predictive Value of Tumor Budding in Colorectal Cancer","year":2021,"lang":"en","type":"article","venue":"Clinical Colorectal Cancer","topic":"Colorectal Cancer Treatments and Studies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University of Toronto; Health Sciences North","funders":"National Institute for Health and Care Research","keywords":"Medicine; Internal medicine; Colorectal cancer; Lymphovascular invasion; Oncology; Tumor budding; Chemotherapy; Cancer; Stage (stratigraphy); Relative risk; Confidence interval; 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":[0.0003115952,0.0002774572,0.001053669,0.00009175408,0.00008430597,0.00001614852,0.00007693684,0.0001588644,0.0002844052],"category_scores_gemma":[0.001061313,0.0002316672,0.0002153009,0.0005460163,0.0004775057,0.00008399016,0.000194613,0.0004449244,0.000002721539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003395586,"about_ca_system_score_gemma":0.0009093684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004977676,"about_ca_topic_score_gemma":0.002188981,"domain_scores_codex":[0.9976189,0.0001522407,0.0008050043,0.0006787265,0.0003302906,0.0004148969],"domain_scores_gemma":[0.998268,0.0008040256,0.0002180616,0.0001284017,0.0003570573,0.0002244355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003580765,0.0006124272,0.9813978,0.0002018884,0.0004523303,0.0003083227,0.0005010611,0.00003784347,0.002680906,0.00009565594,0.0003022306,0.009828785],"study_design_scores_gemma":[0.003643122,0.002251408,0.9808829,0.000689985,0.0004562845,0.00004795895,0.000430957,0.001023367,0.009757096,0.0001407423,0.0004575049,0.0002187012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825676,0.01264542,0.000004777562,0.0009078243,0.0007222308,0.0007919574,0.0001766154,0.00003899863,0.002144551],"genre_scores_gemma":[0.9945221,0.003790396,0.000184382,0.0003620828,0.0003168814,0.0006306,0.00001781552,0.00003385346,0.0001419031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01195446,"threshold_uncertainty_score":0.9447116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03824075506464998,"score_gpt":0.3786934998800141,"score_spread":0.3404527448153641,"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."}}