{"id":"W4391641415","doi":"10.1371/journal.pone.0295209","title":"What is your count? An observational study of lymph node counting in 2,028 colorectal cancer resections","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; McMaster University","funders":"","keywords":"Medicine; Lymph node; Colorectal cancer; Lymph; Logistic regression; Internal medicine; Odds ratio; Cancer; Oncology; Pathology","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":[0.001746673,0.0002273774,0.0005351395,0.0008968222,0.0006577057,0.0008809171,0.0007775346,0.0007417094,0.001060324],"category_scores_gemma":[0.007191105,0.0005570652,0.000482708,0.001933818,0.0004715291,0.001129616,0.000758412,0.0009341701,0.0003735922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005615767,"about_ca_system_score_gemma":0.0005730347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005752444,"about_ca_topic_score_gemma":0.007289747,"domain_scores_codex":[0.9980918,0.0005149957,0.0003052425,0.0004888157,0.0003860382,0.0002131543],"domain_scores_gemma":[0.9925724,0.001752731,0.003839908,0.0006414878,0.0004730483,0.0007202825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006919666,0.00001791019,0.9994423,0.000009507842,0.00001806107,0.00004340035,0.00007476293,0.00000557837,0.00004857717,0.000003854881,0.00005892335,0.0002078716],"study_design_scores_gemma":[0.000009555753,0.0001410618,0.9982722,0.00001703086,0.00003195581,0.000400099,0.0006510367,0.0001231885,0.00003579239,0.00001719804,0.0002946397,0.000006105676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990178,0.0002924455,0.00006888099,0.00005385658,0.00000753575,0.0000106658,0.0003715681,0.000002066068,0.0001752358],"genre_scores_gemma":[0.9992577,0.0001080667,0.00008285037,0.00004343954,0.00001313619,0.00001813289,0.0004078516,0.000003024059,0.00006585318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005752444,"threshold_uncertainty_score":0.01143789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2338868376621895,"score_gpt":0.3815069926054549,"score_spread":0.1476201549432654,"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."}}