{"id":"W2226811747","doi":"10.2741/4391","title":"Next generation biomarkers in prostate cancer","year":2015,"lang":"en","type":"review","venue":"Frontiers in bioscience","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Medicine; Prostate cancer; Occult; Prostatectomy; Context (archaeology); Disease; Biopsy; Cancer; Oncology; Clinical trial; Prostate; PCA3; Liquid biopsy; Internal medicine; Pathology","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":[0.001103691,0.0008980617,0.001418186,0.002437484,0.0002824498,0.001106847,0.0008911285,0.001510368,0.004329191],"category_scores_gemma":[0.001282776,0.0003255975,0.0007364012,0.001962771,0.0006342318,0.001714646,0.0009627679,0.002404358,0.002287464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008819948,"about_ca_system_score_gemma":0.001204063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283764,"about_ca_topic_score_gemma":0.002126732,"domain_scores_codex":[0.9996171,0.00009391983,0.00004696061,0.00004666346,0.0001566692,0.00003862977],"domain_scores_gemma":[0.9994816,0.0002693478,0.00006257196,0.00001806822,0.0001323165,0.00003608363],"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":[0.00006426437,0.00005903595,0.0002142853,0.01578125,0.0001369476,0.0002287988,0.00006899829,0.0004312451,0.001507818,0.00789437,0.03989144,0.9337216],"study_design_scores_gemma":[0.00001184225,0.00006058641,0.0004847608,0.003060973,0.00007393323,0.0008407456,0.00004684805,0.0000922305,0.0003795983,0.003375482,0.9915541,0.0000189721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005316452,0.9985038,0.0001315055,0.0003598892,0.0002521697,0.000005466328,0.00001560628,0.00000684309,0.0006715506],"genre_scores_gemma":[0.0007087776,0.9978554,0.000221064,0.0003383142,0.0001980943,0.000008108834,0.00003315076,0.000001543607,0.0006355584],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004329191,"threshold_uncertainty_score":0.01448262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1532235269057951,"score_gpt":0.4131373363783385,"score_spread":0.2599138094725434,"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."}}