{"id":"W4313784122","doi":"10.51542/ijscia.v4i1.3","title":"Screening Asymptomatic Men for Prostate Cancer Using Prostate-Specific Antigen as An Early Detection Tool: A Review of Existing Literature","year":2023,"lang":"en","type":"review","venue":"International Journal Of Scientific Advances","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Markham Stouffville Hospital","funders":"","keywords":"Prostate cancer; Medicine; Prostate cancer screening; Prostate-specific antigen; Cancer; Prostate; Cancer screening; Gynecology; Clinical trial; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001201256,0.00035846,0.00142642,0.0007003152,0.0001532528,0.0002964992,0.0003835053,0.00009657799,0.00002537928],"category_scores_gemma":[0.0002817921,0.0002558585,0.0006352277,0.0007800018,0.0001359028,0.0008855967,0.00006449063,0.0002999465,0.000004103167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005213834,"about_ca_system_score_gemma":0.0006402016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001927475,"about_ca_topic_score_gemma":0.000006043067,"domain_scores_codex":[0.9963328,0.00009249053,0.001692675,0.0004787381,0.001117023,0.0002863287],"domain_scores_gemma":[0.9942719,0.0001828947,0.002864945,0.0002378213,0.002301238,0.0001411899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001692155,0.0001147045,0.0001140029,0.03981138,0.0007240589,0.000120243,0.0003231661,0.00002005463,0.00009627395,0.00002101625,0.0001774282,0.9583085],"study_design_scores_gemma":[0.0007529506,0.000442998,0.00004682033,0.460613,0.0007747224,0.0002843069,0.00007066662,0.00008884456,0.0002872717,0.0001845897,0.5362281,0.0002257229],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002975343,0.9916561,0.000310608,0.0000780421,0.002513464,0.001853765,0.0005551314,0.00002386651,0.0000336681],"genre_scores_gemma":[0.0001595629,0.9944009,0.003883989,0.00002881115,0.0005697848,0.0001877084,0.0002355625,0.00006616779,0.0004675679],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9580827,"threshold_uncertainty_score":0.9999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238367965953313,"score_gpt":0.4473872928145181,"score_spread":0.3235504962191868,"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."}}