{"id":"W3087908714","doi":"10.3390/cells9102153","title":"Systemic Inflammatory Markers Are Predictive of the Response to Brachytherapy in the Prostate","year":2020,"lang":"en","type":"article","venue":"Cells","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Prostate cancer; Medicine; Brachytherapy; Biochemical recurrence; Internal medicine; Neutrophil to lymphocyte ratio; Urology; breakpoint cluster region; Univariate analysis; Oncology; Prostate-specific antigen; Predictive marker; Androgen deprivation therapy; Multivariate analysis; Cancer; Lymphocyte; Prostatectomy; Radiation therapy","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":[0.0008849452,0.0001557414,0.0002444448,0.00007007569,0.00005130663,0.00001357755,0.000337998,0.00007608483,0.00003320381],"category_scores_gemma":[0.0003390133,0.00009224423,0.0001302749,0.000474065,0.0001372887,0.00004578456,0.00008215561,0.0002103234,0.00003888967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008904852,"about_ca_system_score_gemma":0.0001999069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002343848,"about_ca_topic_score_gemma":0.000001548431,"domain_scores_codex":[0.9981074,0.0006288314,0.0003801514,0.000250973,0.0004105905,0.0002220301],"domain_scores_gemma":[0.9988453,0.0002474931,0.0001812761,0.0004990058,0.00009652799,0.000130385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04111326,0.0001653853,0.6181371,0.00136076,0.0002298597,0.0003262811,0.02640081,0.0001776267,0.2900333,0.00001806303,0.02096712,0.001070505],"study_design_scores_gemma":[0.002380118,0.0004393441,0.9183901,0.001201243,0.000113252,0.00002774589,0.007242965,0.0003203673,0.06325663,0.00001945735,0.006413143,0.0001956287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904984,0.0003053401,0.00001086076,0.00607929,0.0001497464,0.002410545,0.00004432485,0.00003694192,0.0004646071],"genre_scores_gemma":[0.995921,0.00001877133,0.00005420785,0.003639116,0.00007070896,0.0001721312,0.000001573613,0.00002564981,0.00009685773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3002531,"threshold_uncertainty_score":0.3761611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000506476628459,"score_gpt":0.2293151381925088,"score_spread":0.2193100734262242,"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."}}