{"id":"W2004973733","doi":"10.1016/j.ejca.2009.11.007","title":"The development of risk groups in men with metastatic castration-resistant prostate cancer based on risk factors for PSA decline and survival","year":2009,"lang":"en","type":"article","venue":"European Journal of Cancer","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Prostate cancer; Docetaxel; Oncology; Internal medicine; Cohort; Prednisone; Mitoxantrone; Enzalutamide; Chemotherapy; Cancer; Androgen receptor","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":[0.001379333,0.0001444615,0.0002920151,0.0001166181,0.0001360329,0.00002792192,0.00008550604,0.000009634389,0.0000132001],"category_scores_gemma":[0.0001178614,0.00007061288,0.000052726,0.0001551431,0.00007596551,0.00005893973,0.000009096752,0.0002221238,2.185774e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001681903,"about_ca_system_score_gemma":0.0005976023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006648948,"about_ca_topic_score_gemma":0.0008630847,"domain_scores_codex":[0.9984571,0.000236751,0.0005065515,0.000132639,0.0004514983,0.000215493],"domain_scores_gemma":[0.9987061,0.0002927844,0.0004787039,0.0001035252,0.0002963541,0.0001225208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05304043,0.0007070221,0.5642995,0.0002364375,0.001190395,0.0003196535,0.01195569,0.006259535,0.00533453,0.0000400403,0.000589583,0.3560272],"study_design_scores_gemma":[0.01041477,0.002409232,0.9764113,0.0005091982,0.0002465037,0.00000289545,0.001046548,0.0004525042,0.006291925,0.00004206448,0.002057056,0.00011597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949806,0.002585484,0.0002983746,0.00121801,0.00006035771,0.0004696739,0.0000794964,0.000003554366,0.0003044899],"genre_scores_gemma":[0.9958601,0.002087467,0.001765197,0.0000340313,0.0000647095,0.00001086362,0.00000574081,0.00002017399,0.0001517083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4121118,"threshold_uncertainty_score":0.287951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03458361840161109,"score_gpt":0.3294753051642432,"score_spread":0.2948916867626321,"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."}}