{"id":"W2563172800","doi":"10.1158/1538-7445.transcagen-a1-64","title":"Abstract A1-64: Molecular and clinical characterization of 1,577 primary prostate cancer tumors reveals novel clinical and biological insights into its subtypes","year":2015,"lang":"en","type":"article","venue":"Cancer Research","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"","keywords":"Erg; Prostate cancer; Random forest; Biology; Computational biology; Gene expression profiling; Gene expression; Gene; Cancer; Oncology; Medicine; Genetics; Computer science; Artificial intelligence","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":[0.0006224479,0.0002427577,0.0004570945,0.0006393358,0.000298674,0.0004300331,0.0002295266,0.0002428236,0.001475757],"category_scores_gemma":[0.001305449,0.0001278241,0.0003438884,0.0004939761,0.0002393119,0.0001314917,0.0002816095,0.0003386257,0.0004695622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003228699,"about_ca_system_score_gemma":0.0004910785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002494997,"about_ca_topic_score_gemma":0.002816434,"domain_scores_codex":[0.9996643,0.00004588906,0.00002807489,0.0001254905,0.00008216271,0.00005406997],"domain_scores_gemma":[0.9994577,0.0001867446,0.00008658745,0.00008211142,0.0001051668,0.0000816328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006413138,0.0001017519,0.9669727,0.00003927641,0.0001123661,0.0002952788,0.00007274033,0.00128043,0.01597171,0.00005011365,0.0006529708,0.01380925],"study_design_scores_gemma":[0.00003231111,0.0002636375,0.9863645,0.000006865006,0.00009881041,0.001319607,0.00007283184,0.005484978,0.005676703,0.0001196255,0.0005512406,0.00000894692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983442,0.00008923216,0.0006892746,0.00001857788,0.000002420161,0.00001226434,0.0006491808,0.00002542706,0.0001694511],"genre_scores_gemma":[0.9975648,0.0000326283,0.0004378915,0.00001023264,0.000004720408,0.00001475831,0.001693023,0.000007474089,0.0002344627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002494997,"threshold_uncertainty_score":0.004960954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2103270897464328,"score_gpt":0.4836738692890444,"score_spread":0.2733467795426116,"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."}}