{"id":"W2337584090","doi":"10.1158/1538-7445.am2015-4346","title":"Abstract 4346: Prognostic gene signature for intermediate risk prostate cancer","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":"McMaster University; Juravinski Hospital","funders":"","keywords":"Gene signature; Medicine; Prostate cancer; Oncology; Cohort; Internal medicine; Cancer; Watchful waiting; Gene expression; Framingham Risk Score; Disease; Gene; Pathology; Biology; 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":[0.000214772,0.0002467685,0.0002685553,0.0006457563,0.0001637269,0.0004081847,0.0001243869,0.0002243909,0.001223002],"category_scores_gemma":[0.0004550443,0.00007106954,0.0002266,0.000707961,0.0001874303,0.00008312892,0.0002034621,0.000228005,0.0004623917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002887831,"about_ca_system_score_gemma":0.00038497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207897,"about_ca_topic_score_gemma":0.002223369,"domain_scores_codex":[0.9998186,0.00003010853,0.00001079382,0.00003795071,0.00006946694,0.00003296995],"domain_scores_gemma":[0.9997731,0.00004705419,0.00007719194,0.00001687854,0.00004393607,0.00004181249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001917759,0.0001289684,0.6375228,0.0002226597,0.0001488525,0.0004378915,0.00009109284,0.005989671,0.3145774,0.0003807419,0.002271868,0.0363103],"study_design_scores_gemma":[0.00004647463,0.0008380393,0.9063317,0.00002794823,0.000186421,0.001261487,0.0001028584,0.01060298,0.07580999,0.0006003351,0.004156482,0.00003521618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922592,0.0006381359,0.002094585,0.0001138149,0.00001784337,0.00003095202,0.003554109,0.0001002553,0.001191108],"genre_scores_gemma":[0.9934919,0.0001201525,0.002386662,0.00005579972,0.000009350145,0.00001968045,0.003409473,0.00001220033,0.0004947175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001223002,"threshold_uncertainty_score":0.004091322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156247156376123,"score_gpt":0.4515401193544227,"score_spread":0.3359154037168104,"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."}}