{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007541702,0.0002988598,0.0004010675,0.0009250415,0.0002629168,0.001014195,0.0004022292,0.0003456459,0.001483942],"category_scores_gemma":[0.002827645,0.0001105769,0.0004537654,0.0005639427,0.0001485543,0.0004512282,0.0006538065,0.0007281756,0.0003875481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003015326,"about_ca_system_score_gemma":0.0003264622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001299737,"about_ca_topic_score_gemma":0.00197302,"domain_scores_codex":[0.9996325,0.0001433213,0.0000355089,0.00005883219,0.0000872348,0.00004256134],"domain_scores_gemma":[0.9988462,0.0002938236,0.0004169864,0.00007973175,0.000163595,0.0001996805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000787013,0.00007693483,0.9617729,0.00006156008,0.00008504588,0.0001832777,0.0002315198,0.0004801087,0.00104272,0.0005392249,0.0005053629,0.0342343],"study_design_scores_gemma":[0.00004434159,0.0008712522,0.9801748,0.0001161121,0.0002758427,0.001998905,0.0005774967,0.005996177,0.002045074,0.0028381,0.005008023,0.00005387982],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9840544,0.003490101,0.006426289,0.0004949268,0.00003669939,0.00006548322,0.0005112226,0.00006923725,0.004851694],"genre_scores_gemma":[0.9966111,0.000462871,0.002117857,0.00006973687,0.0000339358,0.00001620787,0.0003214701,0.000006042396,0.0003608174],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001483942,"threshold_uncertainty_score":0.004964292,"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."}}