{"id":"W4396229173","doi":"10.34133/cbsystems.0129","title":"Advances in Prostate Cancer Biomarkers and Probes","year":2024,"lang":"en","type":"review","venue":"Cyborg and Bionic Systems","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Prostate cancer; Biomarker; Medicine; Biomarker discovery; Cancer; Circulating tumor cell; Precision medicine; TMPRSS2; Cancer biomarkers; Molecular biomarkers; Prostate; Targeted therapy; Diagnostic biomarker; Bioinformatics; Computational biology; Oncology; Internal medicine; Metastasis; Pathology; Biology; Proteomics; Disease; Gene; Coronavirus disease 2019 (COVID-19)","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":[0.0002522562,0.0003218802,0.001127776,0.0003294256,0.00004788685,0.00009102364,0.00005201556,0.0001673707,0.000006239558],"category_scores_gemma":[0.00001125635,0.0001724768,0.00009505401,0.0004474786,0.0001551155,0.00007414038,0.00006539857,0.0002598461,0.0000164605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002222904,"about_ca_system_score_gemma":0.0005183046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002376574,"about_ca_topic_score_gemma":0.00004895019,"domain_scores_codex":[0.998518,0.00007471038,0.0003943526,0.0005132554,0.0001827011,0.0003169937],"domain_scores_gemma":[0.9995292,0.00004276834,0.00008970782,0.0001613289,0.00003616892,0.0001408708],"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":[0.00003339322,0.00002435242,0.0005026118,0.1198228,0.0002274951,0.0001792152,0.0001022978,2.405619e-8,0.000001218712,0.00003547393,0.0004948124,0.8785763],"study_design_scores_gemma":[0.0005115377,0.0001333397,0.00002085209,0.08815058,0.0006191046,0.0002299744,0.0001666501,0.00001368516,0.000001236568,0.000008528144,0.9099629,0.0001816398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001760575,0.996038,1.062802e-7,0.0001639765,0.0005022119,0.002316179,0.00010302,0.00004307208,0.0006573607],"genre_scores_gemma":[0.0004327295,0.9944257,0.000003640462,0.000005117515,0.000192565,0.0008455477,0.00008152979,0.00003998243,0.003973152],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9094681,"threshold_uncertainty_score":0.70334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04606720693423651,"score_gpt":0.4071215601277716,"score_spread":0.3610543531935351,"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."}}