{"id":"W2950755606","doi":"10.3390/cancers11060855","title":"Advancing Risk Assessment of Intermediate Risk Prostate Cancer Patients","year":2019,"lang":"en","type":"article","venue":"Cancers","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute in Oncology and Hematology; University of Manitoba; CancerCare Manitoba","funders":"Prostate Cancer Fight Foundation","keywords":"Prostate cancer; Medicine; Risk assessment; Prostate; Cancer; Oncology; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002101046,0.0001630086,0.000355274,0.0001189167,0.00005427548,0.00001008881,0.00009393579,0.00005465675,0.0004953549],"category_scores_gemma":[0.00006888762,0.000122066,0.000106093,0.0002225226,0.00009954718,0.0001227116,0.00005865942,0.0003142115,0.00002617939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002330642,"about_ca_system_score_gemma":0.001444706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150546,"about_ca_topic_score_gemma":0.000115186,"domain_scores_codex":[0.9985141,0.0000559261,0.0003039256,0.000317379,0.0004049887,0.0004036811],"domain_scores_gemma":[0.9989031,0.00006667562,0.0002980886,0.0002857756,0.0002693014,0.0001770758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003916379,0.00004874096,0.9727134,0.0002203328,0.0002057863,0.000004367445,0.00045605,0.0005997317,0.0008170536,0.000003965102,0.0009599525,0.02357896],"study_design_scores_gemma":[0.007369621,0.001354555,0.975363,0.0005219415,0.0002078885,4.642747e-7,0.0003295144,0.002479595,0.005434401,0.00004824925,0.006699608,0.0001912051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938742,0.001020833,0.0000129429,0.00006962016,0.000704305,0.001089098,0.0003101463,0.00003151664,0.002887362],"genre_scores_gemma":[0.9878796,0.009642952,0.0002038997,0.0000721023,0.00007749386,0.0001425857,0.00006216865,0.000031692,0.001887551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02338776,"threshold_uncertainty_score":0.6094548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008638712924839736,"score_gpt":0.3353318075789,"score_spread":0.3266930946540602,"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."}}