{"id":"W6990718395","doi":"","title":"The efficiency of right hemicolectomy specimen grossing and blocking: a quality assurance study","year":2021,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Right hemicolectomy; Lymph node; Colorectal cancer; Quality assurance; Gross examination; Hemicolectomy; Resection margin; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001107639,0.00018046,0.0007236468,0.00006926783,0.0003704092,0.00003844804,0.0002001175,0.000179182,0.00001655482],"category_scores_gemma":[0.0006577269,0.0001675752,0.0001606717,0.0003200037,0.0001677278,0.00009813937,0.0000657725,0.0004390914,0.000002433572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005841182,"about_ca_system_score_gemma":0.000324924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001527735,"about_ca_topic_score_gemma":0.2144759,"domain_scores_codex":[0.9982201,0.0003791465,0.0003273784,0.0003771575,0.0005149522,0.0001812155],"domain_scores_gemma":[0.9968055,0.001207229,0.0008738349,0.0004614645,0.0005603046,0.00009163333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01129908,0.007064059,0.9001974,0.005015314,0.00346452,0.0007422432,0.01404994,0.000007579164,0.04382535,0.002323288,0.002586452,0.009424726],"study_design_scores_gemma":[0.003448584,0.0005018154,0.8504313,0.0005098308,0.0009303839,0.000004103996,0.1337667,0.00006966681,0.0008028525,0.00003001627,0.009273143,0.0002316786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938391,0.001356594,0.00002562783,0.001134731,0.0002029377,0.0005805494,0.00001950707,0.00001770884,0.002823227],"genre_scores_gemma":[0.9975649,0.0002512491,0.0001589614,0.00002630559,0.0000664908,4.719736e-7,0.00003547526,0.00001368609,0.001882463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2129481,"threshold_uncertainty_score":0.7998579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02999174731122954,"score_gpt":0.3153307406195476,"score_spread":0.285338993308318,"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."}}