{"id":"W3211992888","doi":"10.3389/fonc.2021.781040","title":"Post-Operative Radiotherapy in Prostate Cancer: Is It Time for a Belt and Braces Approach?","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; Biochemical recurrence; Androgen deprivation therapy; Radiation therapy; Prostate; Urology; Concomitant; Oncology; Prostate-specific antigen; Cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001137715,0.0001429094,0.0005460969,0.0001174735,0.00003590299,0.00001269696,0.00003840632,0.0001035266,0.00009194268],"category_scores_gemma":[0.0000347894,0.0001232721,0.00004497632,0.000161556,0.00009739341,0.0000651444,0.00002188764,0.0001277654,0.000001050523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007705342,"about_ca_system_score_gemma":0.0005822793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001627396,"about_ca_topic_score_gemma":0.0003008085,"domain_scores_codex":[0.9989709,0.0000734334,0.0002260781,0.0003857175,0.00006990424,0.0002740194],"domain_scores_gemma":[0.9995821,0.00007431083,0.00005787516,0.0001215821,0.00008678356,0.00007741294],"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":[0.002614269,0.001653891,0.4983312,0.0002612351,0.0005855287,0.0005099391,0.03045275,0.00005333518,0.00206748,0.00007529,0.1013021,0.3620929],"study_design_scores_gemma":[0.05281807,0.009459263,0.1216907,0.0006146974,0.0002981877,0.0002510292,0.01180524,0.01358696,0.01640373,0.0008343834,0.7713786,0.0008591307],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.84294,0.07989091,0.0003764372,0.0709858,0.0006578777,0.002923737,0.0004296968,0.0000232176,0.001772298],"genre_scores_gemma":[0.3309051,0.2104618,0.339218,0.07229614,0.0008344957,0.01305458,0.00101773,0.0002319436,0.03198025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6700765,"threshold_uncertainty_score":0.5026891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454840218388636,"score_gpt":0.3309530004833452,"score_spread":0.3164045982994589,"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."}}