{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001895068,0.0003387268,0.0005796474,0.001126411,0.0003346067,0.001264851,0.000515644,0.0006974339,0.001802996],"category_scores_gemma":[0.006359083,0.0002269715,0.0003498203,0.0008548863,0.000574159,0.0007309396,0.0004506054,0.001155098,0.0002614679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006220802,"about_ca_system_score_gemma":0.0008805568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002365678,"about_ca_topic_score_gemma":0.003545528,"domain_scores_codex":[0.9990109,0.0004631766,0.00005023064,0.0001227942,0.0002793998,0.00007341374],"domain_scores_gemma":[0.9968438,0.001907406,0.000565269,0.0001494322,0.0003803854,0.0001536424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001339522,0.0004196206,0.5219291,0.000817257,0.0005065243,0.001138749,0.0003217193,0.002400635,0.02331205,0.008464485,0.005227427,0.4341228],"study_design_scores_gemma":[0.0001141554,0.00160167,0.8910798,0.0009125643,0.0009593659,0.005390883,0.0006898952,0.007040998,0.02394762,0.02216726,0.04597685,0.0001189692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.619414,0.292224,0.02240927,0.03621915,0.001458032,0.00009487553,0.001718455,0.0003051306,0.02615698],"genre_scores_gemma":[0.9627294,0.02573447,0.007410829,0.001499915,0.0006875229,0.00001934746,0.0002305159,0.00002824037,0.001659632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002365678,"threshold_uncertainty_score":0.01002222,"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."}}