{"id":"W3160112606","doi":"10.1172/jci147878","title":"Tumor subtype defines distinct pathways of molecular and clinical progression in primary prostate cancer","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Investigation","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"Memorial Sloan-Kettering Cancer Center; Associazione Italiana per la Ricerca sul Cancro; Urology Care Foundation; College of Veterinary Medicine, Cornell University; MetLife Foundation; Damon Runyon Cancer Research Foundation; National Cancer Institute; Prostate Cancer Foundation; Weill Cornell Medical College; U.S. Department of Defense","keywords":"Prostate cancer; Cancer; Disease; Natural history; Biology; Prostate; Pathology; Medicine; Computational biology; Cancer research; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005102713,0.0002228779,0.0002516096,0.0005561911,0.0001992766,0.0005105881,0.0002215754,0.0001912556,0.0007555086],"category_scores_gemma":[0.0009004209,0.0001016024,0.0002593283,0.0003713495,0.0002176284,0.0002102657,0.0002406644,0.0003499335,0.0002051813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003512463,"about_ca_system_score_gemma":0.0004402807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001552392,"about_ca_topic_score_gemma":0.003009511,"domain_scores_codex":[0.9997841,0.0000434236,0.00001417932,0.00005164894,0.00006651288,0.00004014981],"domain_scores_gemma":[0.9993885,0.0001321507,0.0002457036,0.00007046336,0.00007839292,0.00008490317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006351673,0.00007770277,0.9334442,0.00006355042,0.0000644701,0.0001571831,0.0001611916,0.001541648,0.04809248,0.0006127069,0.0002523319,0.01489736],"study_design_scores_gemma":[0.00000896161,0.0002420564,0.9875788,0.000008967645,0.00004177494,0.0006655884,0.0001826653,0.003579709,0.005609576,0.001249236,0.0008227475,0.000009787737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971205,0.000431537,0.001352806,0.00004334076,0.000002843423,0.00002491334,0.0004322487,0.00003148513,0.0005602801],"genre_scores_gemma":[0.9983147,0.0001582121,0.0005446977,0.00001431968,0.000005069525,0.00001275717,0.0007372256,0.000007573436,0.0002053173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001552392,"threshold_uncertainty_score":0.003086746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09844316615881343,"score_gpt":0.4365089869987043,"score_spread":0.3380658208398909,"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."}}