{"id":"W3134196214","doi":"10.20517/jtgg.2021.01","title":"Prostate cancer in young men represents a distinct clinical phenotype: gene expression signature to predict early metastases","year":2021,"lang":"en","type":"article","venue":"Journal of Translational Genetics and Genomics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"National Cancer Institute; National Institutes of Health","keywords":"Prostate cancer; Receiver operating characteristic; Metastasis; Oncology; Medicine; Gene expression; Gene signature; Gene expression profiling; Microarray; Phenotype; Gene; DNA microarray; Microarray analysis techniques; Internal medicine; Biology; Cancer; Genetics","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":[0.0002688684,0.0001229205,0.0003383241,0.00007360365,0.00003847832,0.00003052444,0.00005096077,0.00006975827,0.0000418797],"category_scores_gemma":[0.00003385514,0.00009790037,0.0001131566,0.0001150433,0.00002929857,0.00004615794,0.00002595827,0.000203243,7.559894e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005920144,"about_ca_system_score_gemma":0.0003815881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001555228,"about_ca_topic_score_gemma":0.00006685909,"domain_scores_codex":[0.9986811,0.0000613583,0.0006073153,0.000216602,0.000283476,0.0001501437],"domain_scores_gemma":[0.9991553,0.00007595676,0.0001660294,0.000118257,0.0002615655,0.0002229173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001041516,0.0003843775,0.9513783,0.00004272642,0.0002675082,0.0002359259,0.0008338615,0.003194064,0.01946097,0.000009758902,0.0003811092,0.0227699],"study_design_scores_gemma":[0.003223955,0.0004578104,0.977739,0.0002042495,0.0002445719,0.00007005953,0.00004586485,0.0003041493,0.01480931,0.0003660015,0.00242943,0.0001055373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758214,0.02086292,0.000318291,0.002117376,0.000195855,0.0002819337,0.0003016584,0.000002204223,0.00009832221],"genre_scores_gemma":[0.977787,0.01116991,0.01043951,0.0001289696,0.0003210942,0.00001252382,0.00003521944,0.00001629454,0.00008949984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02636077,"threshold_uncertainty_score":0.3992261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02545140916442084,"score_gpt":0.328215782021679,"score_spread":0.3027643728572582,"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."}}