{"id":"W2009894140","doi":"10.1097/pas.0b013e31826a92cd","title":"Venous Invasion in Colorectal Cancer","year":2012,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"HalTech; Guelph General Hospital; Royal Victoria Regional Health Centre; South Bruce Grey Health Centre; Grand River Hospital","funders":"","keywords":"Stain; Medicine; H&E stain; Colorectal cancer; Pathology; Cancer; Internal medicine; Gastroenterology; Staining","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":[0.0007307962,0.0001384497,0.0007187225,0.0001408977,0.00003791175,0.000004306265,0.0001367281,0.00004740916,0.0002074363],"category_scores_gemma":[0.00007381516,0.0000775829,0.0001845383,0.0004924374,0.0004861716,0.00007613353,0.0000590643,0.0004779854,0.00002564992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002559828,"about_ca_system_score_gemma":0.0001185115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007458663,"about_ca_topic_score_gemma":0.00001051614,"domain_scores_codex":[0.9984274,0.0003428724,0.0004278159,0.000112925,0.0002753726,0.000413641],"domain_scores_gemma":[0.9987635,0.0004117721,0.0003804614,0.0001205376,0.00008497977,0.0002387767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01011153,0.001545309,0.8482291,0.00001147354,0.0001404206,0.006594139,0.001365243,0.00003118089,0.00585757,0.0001034931,0.0001526389,0.1258579],"study_design_scores_gemma":[0.00290725,0.004623867,0.965305,0.00007848955,0.000124585,0.01904714,0.0003160521,0.00000805222,0.001678647,0.0001072307,0.005681109,0.0001226376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934449,0.002270802,0.000004613581,0.00250879,0.0003499446,0.0001393404,0.000002771599,0.00000927061,0.001269567],"genre_scores_gemma":[0.9977971,0.001206349,0.0001306085,0.0003692156,0.0004327998,0.00001419871,8.821168e-7,0.0000162807,0.00003260616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1257352,"threshold_uncertainty_score":0.3163739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486915953939986,"score_gpt":0.32106295674229,"score_spread":0.2961937972028901,"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."}}