{"id":"W2060970222","doi":"10.1002/jso.23051","title":"Analytic lymph node number establishes staging accuracy by occult tumor burden in colorectal cancer","year":2012,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Cancer Institute","keywords":"Medicine; Occult; Colorectal cancer; Internal medicine; Oncology; Lymph node; Proportional hazards model; Cohort; Watchful waiting; Cancer; Radiology; 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":[0.001827892,0.0002670234,0.0003015728,0.0004183999,0.0001620316,0.0004731743,0.0002615262,0.0002631219,0.0008284746],"category_scores_gemma":[0.008202832,0.0002060911,0.0002186561,0.0002424625,0.0004253458,0.0004902708,0.0005434497,0.0003557169,0.0001911477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002537847,"about_ca_system_score_gemma":0.0002279033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007820838,"about_ca_topic_score_gemma":0.002029605,"domain_scores_codex":[0.9993023,0.0003316385,0.00004838756,0.0001291325,0.0001292251,0.00005929744],"domain_scores_gemma":[0.9953703,0.002810076,0.0009462713,0.000391957,0.0002904772,0.0001908292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006788729,0.00001381767,0.9834574,0.00004171613,0.00005936639,0.00003916876,0.00006035352,0.001039343,0.005118142,0.00004736624,0.00008427742,0.009360074],"study_design_scores_gemma":[0.00002384909,0.0003343444,0.9859455,0.00003884599,0.0001251022,0.0006053712,0.0001169628,0.008540738,0.003309492,0.0003812374,0.0005678287,0.00001068823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964446,0.001004425,0.00191742,0.0000592698,0.00001409393,0.000007271829,0.000134031,0.00001406265,0.0004047643],"genre_scores_gemma":[0.9990432,0.0001040696,0.0006754834,0.000009557443,0.000007081766,0.00000493611,0.00009083949,0.000004325658,0.00006045879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001827892,"threshold_uncertainty_score":0.009666979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02523401207843116,"score_gpt":0.357092762494791,"score_spread":0.3318587504163599,"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."}}