{"id":"W4327747210","doi":"10.1186/s40644-023-00543-0","title":"Outcome of patients with biochemical recurrence of prostate cancer after PSMA PET/CT-directed radiotherapy or surgery without systemic therapy","year":2023,"lang":"en","type":"article","venue":"Cancer Imaging","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada); University of British Columbia","funders":"Canadian Institutes of Health Research; BC Cancer Foundation; Terry Fox Research Institute","keywords":"Medicine; Biochemical recurrence; Prostate cancer; Radiation therapy; Lymph node; Positron emission tomography; Glutamate carboxypeptidase II; Prostate; Prostate-specific antigen; Prospective cohort study; Cancer; Radiology; Oncology; Surgery; Internal medicine; Prostatectomy","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":[0.0002056175,0.0002594999,0.0007149591,0.0002934905,0.00004434016,0.00001503228,0.0001154747,0.00001493905,0.0002343426],"category_scores_gemma":[0.00003658446,0.0001581097,0.0001164727,0.0009717192,0.0002776405,0.0001198698,0.00003082162,0.0001799002,0.000002892684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090631,"about_ca_system_score_gemma":0.0006128047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00040509,"about_ca_topic_score_gemma":0.00001511814,"domain_scores_codex":[0.9980301,0.0000602,0.0004931491,0.0004122135,0.0005312134,0.0004731146],"domain_scores_gemma":[0.9986861,0.0001191759,0.0002362076,0.0003419476,0.0004767569,0.0001398401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006293695,0.0001140983,0.970485,0.0009087778,0.0002532827,0.0001539827,0.0004771893,0.000005254607,0.005177039,1.923457e-7,0.001518051,0.01461347],"study_design_scores_gemma":[0.01062984,0.0002703066,0.9062179,0.005623902,0.0001600427,0.00006427286,0.0002732131,0.0005745321,0.07427249,0.000003942613,0.001407689,0.0005019039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814151,0.01644821,0.000004489428,0.0003967344,0.0002783803,0.001053325,0.0002569508,0.0001256925,0.00002112548],"genre_scores_gemma":[0.9881492,0.01002104,0.000095469,0.0001280159,0.0000778071,0.0006868014,0.00007610863,0.00006667763,0.0006989356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06909546,"threshold_uncertainty_score":0.6447529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03465301132967854,"score_gpt":0.3512546453765467,"score_spread":0.3166016340468682,"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."}}