{"id":"W7135041113","doi":"10.5376/cge.2024.12.0012","title":"The Role of Genetic Markers in Early Screening of Prostate Cancer","year":2024,"lang":"","type":"article","venue":"Cancer Genetics and Epigenetics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Prostate cancer; Genetic marker; Disease; Cancer; Prostate-specific antigen; Prostate","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":[0.0003565505,0.0004978389,0.0007645405,0.0002216743,0.0001354622,0.0001110595,0.0002556324,0.0002160269,0.00007675812],"category_scores_gemma":[0.00002488455,0.0003906047,0.0001998585,0.0006939846,0.0007346515,0.00003892449,0.0002032528,0.0003506029,0.00000197849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002192672,"about_ca_system_score_gemma":0.0009853811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0028538,"about_ca_topic_score_gemma":0.001034717,"domain_scores_codex":[0.9965264,0.0001059253,0.001301019,0.0007208913,0.0005307203,0.0008150203],"domain_scores_gemma":[0.9982191,0.0002847673,0.0003291642,0.000573689,0.0002938176,0.0002994551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002268009,0.00007729664,0.4992625,0.0007910699,0.0004595478,0.00002312417,0.002215779,0.002192026,0.001033252,0.00009389991,0.00006940513,0.4935553],"study_design_scores_gemma":[0.001864795,0.001692591,0.8683766,0.005686473,0.00132842,0.000005477973,0.001262192,0.01997665,0.05152144,0.001277894,0.04648901,0.0005184425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5062593,0.4915104,0.00002733543,0.0003999637,0.0005697387,0.0007503249,0.0003505388,0.000006634234,0.0001257841],"genre_scores_gemma":[0.5350457,0.4640126,0.0003146981,0.00002718095,0.0001550231,0.0002196497,0.000004220096,0.00005820594,0.0001627265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4930369,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271674450547511,"score_gpt":0.2759094784897816,"score_spread":0.2631927339843065,"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."}}