{"id":"W4285730177","doi":"10.3390/curroncol29070400","title":"Emerging Biomarker-Guided Therapies in Prostate Cancer","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; McMaster University; London Health Sciences Centre; Juravinski Cancer Centre; Western University","funders":"","keywords":"Prostate cancer; Medicine; Cancer; Precision medicine; Personalized medicine; Androgen receptor; Targeted therapy; Biomarker; Enzalutamide; Cancer research; Oncology; Bioinformatics; Internal medicine; Biology; Pathology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004890824,0.0004113789,0.001937421,0.0006905676,0.0001036128,0.00001422208,0.0002234112,0.0001643403,0.002931956],"category_scores_gemma":[0.00005796839,0.000289189,0.0003806949,0.0008499965,0.000146843,0.00004141414,0.0002319939,0.001051157,0.00004653821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002692639,"about_ca_system_score_gemma":0.002788444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008120992,"about_ca_topic_score_gemma":0.00004742194,"domain_scores_codex":[0.9973093,0.0004577013,0.0006781254,0.0005949656,0.0003316463,0.00062832],"domain_scores_gemma":[0.9989626,0.0002216811,0.0002731793,0.0003391298,0.00005571347,0.0001476744],"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":[0.000100372,0.0004531451,0.001057922,0.01318888,0.0003190954,0.0003303602,0.0004765735,1.162707e-7,5.213681e-7,0.00001535639,0.007329431,0.9767282],"study_design_scores_gemma":[0.001937835,0.000269773,0.00009372249,0.005682844,0.0005026401,0.00008993103,0.0001190055,0.000006623318,4.560118e-7,0.00002893602,0.9910225,0.0002457565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001756393,0.9927819,3.669826e-7,0.000574755,0.002092127,0.002475711,0.0001033054,0.00005614395,0.001740041],"genre_scores_gemma":[0.000008254194,0.9930827,0.00001556312,0.0000320088,0.000230188,0.004029142,0.0006754504,0.00007123519,0.001855474],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9836931,"threshold_uncertainty_score":0.999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.398717694347953,"score_gpt":0.5616530948274054,"score_spread":0.1629354004794525,"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."}}