{"id":"W7131861426","doi":"10.5376/cge.2024.12.0030","title":"Genetic Mutation Profiles of Colorectal Cancer and Their Prospects in Diagnosis","year":2024,"lang":"","type":"article","venue":"Cancer Genetics and Epigenetics","topic":"Genetic factors in colorectal cancer","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Colorectal cancer; Mutation; Cancer; Disease; Population; Colonic disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003020827,0.0008177017,0.001093919,0.0005026825,0.0001208078,0.0001633305,0.0002338999,0.0005606368,0.0003794465],"category_scores_gemma":[0.0000928029,0.0007509312,0.0001524921,0.0009946016,0.0009712519,0.00005915567,0.0002962219,0.0005829677,0.000004198323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004360017,"about_ca_system_score_gemma":0.001364442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008912122,"about_ca_topic_score_gemma":0.002135787,"domain_scores_codex":[0.9958779,0.00012036,0.001239289,0.001333886,0.0005043946,0.0009242257],"domain_scores_gemma":[0.9981813,0.0003656097,0.0002634925,0.0004064578,0.0003315927,0.0004514767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002310277,0.0001893639,0.6311807,0.004791475,0.000465742,0.0000841337,0.007896075,0.002933374,0.02469082,0.00007332891,0.0002727672,0.3271912],"study_design_scores_gemma":[0.001624988,0.001970027,0.6904725,0.003789196,0.0007309151,0.00005270374,0.0008228141,0.0422061,0.252205,0.001355883,0.003841099,0.0009287861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5812002,0.4147475,0.00007505759,0.0004332472,0.001623171,0.001376881,0.0004362919,0.00002442522,0.00008312728],"genre_scores_gemma":[0.6391104,0.3584328,0.0008964807,0.00007462934,0.0004203483,0.0008404971,0.00000994216,0.0001161693,0.00009872095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3262624,"threshold_uncertainty_score":0.9994942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830135021346362,"score_gpt":0.2878846512853928,"score_spread":0.2695833010719291,"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."}}