{"id":"W4212776446","doi":"10.1038/s41391-021-00488-0","title":"Real-world patient characteristics associated with survival of 2 years or more after radium-223 treatment for metastatic castration-resistant prostate cancer (EPIX study)","year":2022,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Bayer HealthCare; Bayer","keywords":"Medicine; Prostate cancer; Radium-223; Oncology; Castration; Internal medicine; Cancer; Radium; Prostate; Overall survival; Urology; Hormone; Bone metastasis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009517822,0.0001963395,0.0003292619,0.0004876381,0.0002153554,0.0005973798,0.0003252751,0.0003354457,0.001234012],"category_scores_gemma":[0.002444762,0.0001496712,0.0004436384,0.0009045028,0.0001863275,0.000440705,0.000489735,0.0004139728,0.0001361856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047957,"about_ca_system_score_gemma":0.0002638429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001520933,"about_ca_topic_score_gemma":0.002333482,"domain_scores_codex":[0.9994802,0.0001825136,0.00006971362,0.0001270113,0.00007544398,0.00006519078],"domain_scores_gemma":[0.9973165,0.0003548136,0.001824096,0.0001643842,0.0001252921,0.0002148547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001121063,0.00004105948,0.9965737,0.00004645551,0.0001939976,0.00005373394,0.00003964814,0.00008768417,0.0001308198,0.0000195261,0.0002513628,0.001440912],"study_design_scores_gemma":[0.00006735976,0.0002801965,0.9985098,0.00001536173,0.00007712706,0.0002587841,0.00005771533,0.0001305891,0.00005151149,0.00001764124,0.0005279746,0.000005842611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964471,0.0006604372,0.00006925639,0.0000417829,0.000006281548,0.00001959398,0.002496321,0.000002829588,0.0002564417],"genre_scores_gemma":[0.9965441,0.0001477308,0.00007213025,0.00003388016,0.00001237622,0.00002538247,0.00306712,0.000001812854,0.0000955013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001520933,"threshold_uncertainty_score":0.005033553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03860597668058734,"score_gpt":0.3466598766266834,"score_spread":0.3080538999460961,"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."}}