{"id":"W4283814976","doi":"10.1038/s41391-022-00560-3","title":"Development and validation of a multivariable prognostic model in de novo metastatic castrate sensitive prostate cancer","year":2022,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Ottawa Hospital; University of Ottawa; University of Toronto; Ottawa Regional Cancer Foundation; Mount Sinai Hospital","funders":"","keywords":"Medicine; Prostate cancer; Internal medicine; Confidence interval; Proportional hazards model; Oncology; Prognostic variable; Multivariate statistics; Multivariate analysis; Cancer; Statistics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003686498,0.0003033294,0.0005490921,0.0002592981,0.0002512715,0.00005029311,0.00006085755,0.00002797024,0.00006272084],"category_scores_gemma":[0.00007710074,0.0002619658,0.0000435915,0.0004646178,0.000215742,0.0002035718,0.0001565648,0.000243468,5.803674e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000454289,"about_ca_system_score_gemma":0.002302073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004495109,"about_ca_topic_score_gemma":0.00006225225,"domain_scores_codex":[0.9977236,0.0001323188,0.0005095128,0.0005435637,0.0004944009,0.0005965423],"domain_scores_gemma":[0.9989996,0.0001425615,0.000191791,0.0001523209,0.0001984137,0.0003153432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0103756,0.001641607,0.8283662,0.006715515,0.0008142503,0.0008078395,0.05836212,0.01740344,0.01255504,0.000294034,0.0001293995,0.06253499],"study_design_scores_gemma":[0.07758333,0.004651648,0.4686515,0.00637373,0.004713862,0.0005482009,0.05368169,0.2148399,0.1533069,0.008970744,0.002850523,0.003827972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870985,0.007533764,0.00004873808,0.0007158308,0.00005447623,0.002880727,0.001551273,0.00003706465,0.00007961836],"genre_scores_gemma":[0.9891053,0.002402231,0.002715881,0.0001625124,0.00001446003,0.004160976,0.0002759004,0.00004917412,0.001113581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3597147,"threshold_uncertainty_score":0.9999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03705740541218912,"score_gpt":0.3325120029562708,"score_spread":0.2954545975440817,"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."}}