{"id":"W4385827482","doi":"10.1111/his.15030","title":"Impact of tissue sampling on detection of venous invasion in colorectal cancer: a prospective analysis","year":2023,"lang":"en","type":"article","venue":"Histopathology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Sinai Health System; University of Toronto; University Health Network","funders":"","keywords":"Stage (stratigraphy); Medicine; Colorectal cancer; Sampling (signal processing); Cancer; Prospective cohort study; Radiology; Pathology; Internal medicine; Biology; Computer science","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":[0.004307117,0.0003460368,0.0002834096,0.0006901047,0.0002622686,0.0007441932,0.0003790194,0.0004149062,0.001335107],"category_scores_gemma":[0.009667993,0.0003618038,0.0006278417,0.0007605891,0.0005291029,0.0005402389,0.0006633031,0.0004142948,0.0003923237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000217237,"about_ca_system_score_gemma":0.0002750695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004828854,"about_ca_topic_score_gemma":0.0007466538,"domain_scores_codex":[0.9967065,0.001427855,0.0004103057,0.000583582,0.0006993687,0.0001723564],"domain_scores_gemma":[0.9863628,0.006034144,0.004219504,0.001988061,0.0008424211,0.0005531259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008526459,0.00002894482,0.996599,0.00002285975,0.0000866135,0.00005815837,0.00004067864,0.00006147859,0.0005991554,0.00000906167,0.00002439873,0.001617158],"study_design_scores_gemma":[0.00001228612,0.0008214035,0.9976814,0.000009663326,0.0001003637,0.0003609167,0.00006837359,0.0003025967,0.0004056642,0.00001403528,0.0002179639,0.000005326061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980218,0.0008305268,0.0005528255,0.00001175277,0.000006690742,0.00003218114,0.0001825585,0.000005183436,0.0003564561],"genre_scores_gemma":[0.9992944,0.0001341702,0.0002677177,0.000008385432,0.000005952329,0.00002617342,0.0001836462,0.00000361007,0.00007586831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004307117,"threshold_uncertainty_score":0.02277851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306885631915266,"score_gpt":0.3622098239629015,"score_spread":0.3291409676437489,"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."}}