{"id":"W7131815194","doi":"10.5376/cge.2024.12.0026","title":"Genetic Insights into Esophageal Cancer: From Risk Factors to Tumorigenesis","year":2024,"lang":"","type":"article","venue":"Cancer Genetics and Epigenetics","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Carcinogenesis; Esophageal cancer; Disease; Esophagus; Genetic variants; Genetic predisposition","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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0001971871,0.00141061,0.001410487,0.0006583254,0.0007432027,0.0006796194,0.0006278358,0.0005596851,0.001812409],"category_scores_gemma":[0.00008017405,0.001251142,0.0004282692,0.001370254,0.0005138089,0.00009534669,0.0006138628,0.0009756997,0.0002603225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451036,"about_ca_system_score_gemma":0.002586313,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03269797,"about_ca_topic_score_gemma":0.006858495,"domain_scores_codex":[0.9926285,0.0002882282,0.00129648,0.002548844,0.001430204,0.001807809],"domain_scores_gemma":[0.9945522,0.0004074164,0.0002162125,0.001294865,0.0004269277,0.003102381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003759831,0.0003203525,0.5413032,0.001287587,0.00336058,0.001305245,0.01310158,0.006337521,0.001703957,0.00006900084,0.002476231,0.4283588],"study_design_scores_gemma":[0.002334659,0.00365807,0.8292443,0.001988536,0.005147372,0.000009029161,0.0007403527,0.0169953,0.06133299,0.003182633,0.07349167,0.001875064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5108041,0.4825547,0.0007113859,0.0005683487,0.002840384,0.001121821,0.001268422,0.00007799333,0.00005277742],"genre_scores_gemma":[0.5619689,0.4326084,0.001175199,0.0002590329,0.002590572,0.0003782398,0.00005962036,0.0002048859,0.0007551673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4264837,"threshold_uncertainty_score":0.9998644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111376865479559,"score_gpt":0.3212233429063933,"score_spread":0.3001095742515977,"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."}}