{"id":"W2121770508","doi":"10.1002/cncr.27628","title":"Generation and external validation of a tumor‐derived 5‐gene prognostic signature for recurrence of lymph node‐negative, invasive colorectal carcinoma","year":2012,"lang":"en","type":"article","venue":"Cancer","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Medicine; Hazard ratio; Colorectal cancer; Oncology; Internal medicine; Stage (stratigraphy); Lymph node; Proportional hazards model; Confidence interval; Cancer; Disease; Adenocarcinoma","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":[0.00008434445,0.0001253016,0.0002856546,0.0000536177,0.00003133558,0.000004483991,0.00003414028,0.00006256044,0.00008739792],"category_scores_gemma":[0.0002637205,0.0001055263,0.0000609193,0.0001399977,0.00009838206,0.0001139876,0.00002461179,0.00005356767,7.278483e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001667613,"about_ca_system_score_gemma":0.000215889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008555551,"about_ca_topic_score_gemma":0.00001535714,"domain_scores_codex":[0.9992122,0.00003570816,0.0002184125,0.0001883408,0.0001745081,0.0001708475],"domain_scores_gemma":[0.9991712,0.000160295,0.0001965872,0.00008896939,0.0002818822,0.0001010849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005944893,0.00011219,0.5021214,0.0002121355,0.00005545723,0.000002322414,0.0005395457,0.00001602309,0.4931341,0.00001198452,0.00003045935,0.00316991],"study_design_scores_gemma":[0.001522405,0.0002740477,0.3580038,0.0001470143,0.0001281368,0.00001161918,0.00002881465,0.0001577111,0.6396319,0.00002226869,0.000008835797,0.00006350747],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941677,0.00410155,0.0002494774,0.00004405358,0.0002637775,0.0009170111,0.0001851765,0.000008021237,0.00006322623],"genre_scores_gemma":[0.9973055,0.0001015416,0.001790597,0.00004273688,0.0002157082,0.0004344323,0.00006380689,0.00001433333,0.00003136194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1464978,"threshold_uncertainty_score":0.4303237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04619904134161549,"score_gpt":0.3072097795466778,"score_spread":0.2610107382050623,"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."}}