{"id":"W2077729896","doi":"10.3747/co.21.1711","title":"Diagnostic Value of Preoperative Serum Carcinoembryonic Antigen and Carbohydrate Antigen 19-9 in Colorectal Cancer","year":2014,"lang":"en","type":"article","venue":"Current Oncology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carcinoembryonic antigen; Medicine; Colorectal cancer; Malignancy; Stage (stratigraphy); Internal medicine; Gastroenterology; Metastasis; Prospective cohort study; Antigen; Oncofetal antigen; Oncology; Cancer; Immunology; Tumor associated antigen; Immunotherapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002415658,0.000226819,0.0007539751,0.0001643599,0.00004649916,0.000006438624,0.00009028787,0.000145063,0.0001184501],"category_scores_gemma":[0.0004385091,0.0001905575,0.00007803409,0.0003357888,0.0002482409,0.00005821034,0.0001172257,0.0002780316,0.000009112899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005501549,"about_ca_system_score_gemma":0.0005096961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006992845,"about_ca_topic_score_gemma":0.001066241,"domain_scores_codex":[0.998311,0.0002861471,0.0003879193,0.0004371218,0.0001886277,0.0003892169],"domain_scores_gemma":[0.9987143,0.0006621331,0.0001367138,0.0001572516,0.0001115,0.0002181419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003290307,0.0004646435,0.9831659,0.0001315417,0.00007920644,0.00004863367,0.0009796426,0.00005079528,0.001657198,0.0001810796,0.00008355249,0.0128288],"study_design_scores_gemma":[0.003484672,0.001637141,0.985472,0.0002026224,0.0001009458,0.00002340886,0.00006382899,0.001583871,0.003747175,0.0001156111,0.003409242,0.0001594386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901655,0.006126926,0.00001042854,0.0004008266,0.0008199943,0.0009338685,0.00004148324,0.00002939422,0.001471536],"genre_scores_gemma":[0.9963837,0.003037869,0.00005338282,0.00007050431,0.0001454565,0.0002351846,0.00002112966,0.00002135395,0.00003142469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01266936,"threshold_uncertainty_score":0.7770708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05294784743540813,"score_gpt":0.3859361601648506,"score_spread":0.3329883127294424,"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."}}