{"id":"W2404780243","doi":"10.1016/j.brachy.2016.04.020","title":"Long Term PSA Stability and Predictive Factors of Failure after Permanent Seed Prostate Brachytherapy","year":2016,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Brachytherapy; Prostate cancer; Urology; Prostate brachytherapy; Logistic regression; Prospective cohort study; Androgen deprivation therapy; Prostate; Implant; Nuclear medicine; Prostate-specific antigen; Internal medicine; Surgery; Radiation therapy; Cancer","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":[0.0001416437,0.0003220252,0.0005204707,0.00008694255,0.00005635658,0.00001945204,0.00006278678,0.0001107263,0.0003665056],"category_scores_gemma":[0.00001641699,0.0001848122,0.0001348293,0.0001413472,0.0002648164,0.0002329582,0.00002993438,0.0001104196,0.00000581911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001798957,"about_ca_system_score_gemma":0.0001100839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002487107,"about_ca_topic_score_gemma":0.00004628973,"domain_scores_codex":[0.9983533,0.00007382649,0.0003895999,0.0005208902,0.0003057307,0.0003566532],"domain_scores_gemma":[0.9988203,0.0001280956,0.00017151,0.0004627845,0.000194049,0.000223242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001928218,0.0005299019,0.9502316,0.000130062,0.0003159071,0.00004269456,0.002521385,1.773499e-7,0.0150632,0.00001691742,0.00005098066,0.02916903],"study_design_scores_gemma":[0.004646827,0.002012485,0.9251134,0.0003084731,0.00008208751,0.00003368542,0.0001113106,0.000002589455,0.06684194,0.0001105248,0.0005461806,0.0001904648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928667,0.003134262,0.0001198826,0.001847551,0.0001013103,0.001422494,0.0003854302,0.00006292009,0.00005947998],"genre_scores_gemma":[0.9956265,0.003368413,0.0001269121,0.0002290423,0.00008517699,0.000288788,0.00004895836,0.00004799605,0.0001781951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05177874,"threshold_uncertainty_score":0.7536422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217973629764295,"score_gpt":0.2554844980923999,"score_spread":0.243304761794757,"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."}}