{"id":"W4307146668","doi":"10.1016/j.ijrobp.2022.07.1187","title":"Development and Validation of a Multivariable Prognostic Model in De Novo Metastatic Castrate Sensitive Prostate Cancer: Exploring Potential Avenue for Risk Stratification and Treatment Personalization","year":2022,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Ottawa Hospital","funders":"","keywords":"Medicine; Prostate cancer; Confidence interval; Internal medicine; Proportional hazards model; Oncology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004969306,0.0007746595,0.0009711069,0.001189437,0.0004608358,0.001593847,0.0009558562,0.0004920271,0.002073744],"category_scores_gemma":[0.009479138,0.0002743058,0.001256509,0.0009125181,0.0001645908,0.0005706648,0.0008242425,0.001146824,0.0006084882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006040288,"about_ca_system_score_gemma":0.002574243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008161574,"about_ca_topic_score_gemma":0.008341653,"domain_scores_codex":[0.9991468,0.0003350744,0.00008105207,0.0001494192,0.0001787495,0.0001089563],"domain_scores_gemma":[0.9971008,0.001629973,0.0002350668,0.0002191768,0.0006604986,0.0001543874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001655479,0.0009913088,0.6132868,0.0001994335,0.001129329,0.0002669165,0.0002059948,0.1145899,0.006289324,0.001943205,0.00860071,0.2508415],"study_design_scores_gemma":[0.000141699,0.0007369721,0.08158229,0.00005514081,0.0006289623,0.0003181968,0.0001024782,0.9075972,0.002561002,0.00230283,0.003919344,0.00005382629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7215852,0.001101704,0.2640695,0.002402891,0.0003996353,0.0005092121,0.006408681,0.001602895,0.001920234],"genre_scores_gemma":[0.9456366,0.0002798242,0.04855553,0.0001414495,0.0001195961,0.0001849301,0.003755355,0.00008071149,0.001246005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008161574,"threshold_uncertainty_score":0.02628058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07038823701742254,"score_gpt":0.3633840576066439,"score_spread":0.2929958205892214,"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."}}