{"id":"W4392940654","doi":"10.1097/ju.0000000000003924","title":"Letter: Point of View: What Are We Doing? The Incredible Expense and Uncertain Value of Localized Prostate Cancer Diagnostic and Therapeutic “Advances”","year":2024,"lang":"en","type":"letter","venue":"The Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; MEDLINE; Cancer; Library science; Gynecology; General surgery; Family medicine; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002033111,0.0008331366,0.001224627,0.0007642686,0.002177934,0.003256086,0.001525038,0.01405517,0.06170567],"category_scores_gemma":[0.02424687,0.0005970533,0.0008793728,0.0005450457,0.001491382,0.003598438,0.000861393,0.01559521,0.04374673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002399433,"about_ca_system_score_gemma":0.002749296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002789935,"about_ca_topic_score_gemma":0.004270395,"domain_scores_codex":[0.99765,0.0005238942,0.0002399643,0.000304406,0.0009598825,0.0003219222],"domain_scores_gemma":[0.9882966,0.003195997,0.0008960874,0.0003128462,0.004988584,0.002309871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002358415,0.00001292355,0.0001936512,0.00002987161,0.000004320747,0.0003681344,0.00001545259,0.00001358153,0.00003518534,0.0002463381,0.9956048,0.003452132],"study_design_scores_gemma":[0.00005613653,0.00005603538,0.001112961,0.0004131741,0.00002291793,0.003987156,0.0002612142,0.0001381884,0.000239569,0.001351776,0.9923049,0.00005590829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005919001,0.003716175,0.0002130509,0.8534974,0.1272942,0.00003099439,0.0001363578,0.0001583163,0.01436159],"genre_scores_gemma":[0.007375822,0.006203316,0.0005061968,0.7440761,0.17814,0.00004914929,0.0001550583,0.0001505287,0.06334382],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06170567,"threshold_uncertainty_score":0.2064261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179088015902763,"score_gpt":0.2913592691271995,"score_spread":0.2734504675369232,"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."}}