{"id":"W3183994644","doi":"10.1038/s41598-021-94438-4","title":"Clinical utility of a serum biomarker panel in distinguishing prostate cancer from benign prostate hyperplasia","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University Health Network","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Biomarker; Hyperplasia; Prostate-specific antigen; Prostate biopsy; Biopsy; Urology; Oncology; Internal medicine; Rectal examination; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004295652,0.0007472795,0.0006568099,0.00245138,0.0003009318,0.001329981,0.0002313487,0.0006842173,0.001035904],"category_scores_gemma":[0.005584772,0.0001980423,0.000432866,0.000841766,0.0002665554,0.0007370207,0.0004694475,0.0005208714,0.000649045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002455125,"about_ca_system_score_gemma":0.0003995725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007377199,"about_ca_topic_score_gemma":0.001317777,"domain_scores_codex":[0.9984663,0.0006796313,0.0001146384,0.0001856036,0.0004298998,0.0001239527],"domain_scores_gemma":[0.9980168,0.0008887204,0.0003285354,0.0001141624,0.0004312458,0.0002205537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004552769,0.0002913248,0.7470912,0.0002624849,0.0006226358,0.0003074965,0.0001224628,0.004992234,0.03802592,0.0003444178,0.002094105,0.201293],"study_design_scores_gemma":[0.0001302617,0.005370833,0.8936442,0.0001998214,0.00097481,0.003695257,0.0001730348,0.04052695,0.04232141,0.001520233,0.01129613,0.0001471307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473878,0.01993142,0.0163591,0.0008088549,0.0002894693,0.0001760237,0.001328518,0.0004829562,0.01323592],"genre_scores_gemma":[0.9904792,0.001097061,0.007089755,0.0001675208,0.00006908027,0.00002362649,0.0004780847,0.00001155997,0.0005841606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004295652,"threshold_uncertainty_score":0.02271783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09599983733396639,"score_gpt":0.3928507084805636,"score_spread":0.2968508711465972,"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."}}