{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006938464,0.0002829031,0.001009218,0.0008938719,0.0000450752,0.00005903194,0.0002514038,0.000176166,0.00001786496],"category_scores_gemma":[0.00006863614,0.0001970694,0.0001106763,0.001966612,0.0003086948,0.0002066193,0.0000753518,0.0003443103,0.000013991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846098,"about_ca_system_score_gemma":0.002443686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002242803,"about_ca_topic_score_gemma":0.00007059883,"domain_scores_codex":[0.9977961,0.0001173434,0.0004322549,0.0006401336,0.0004875605,0.0005266307],"domain_scores_gemma":[0.9992853,0.00001232666,0.0001291275,0.0003085981,0.00007336818,0.000191325],"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":[0.00003442425,0.00006819051,0.003472299,0.002238723,0.00003876524,0.0001352442,0.0001341531,8.661745e-7,0.00001453337,0.000002005295,0.01916319,0.9746976],"study_design_scores_gemma":[0.0008752524,0.0001065868,0.00009931113,0.006811654,0.00009459368,0.00001502337,0.00008836678,0.000539832,0.00001377022,0.00001829014,0.991088,0.0002493669],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001633556,0.9957119,0.00001500551,0.0002303345,0.001565818,0.001796708,0.00004600549,0.00001904598,0.0004517779],"genre_scores_gemma":[0.0000273719,0.9957967,0.001589247,0.00004623342,0.0001201019,0.0004652265,0.00012169,0.00002586733,0.001807538],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9744483,"threshold_uncertainty_score":0.8036256,"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."}}