{"id":"W2122503009","doi":"10.1038/bjc.2011.552","title":"Survival gains needed to offset persistent adverse treatment effects in localised prostate cancer","year":2012,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Health and Medical Research Council; Cancer Australia; Medical Research Council; Australian Government; U.S. Department of Veterans Affairs","keywords":"Medicine; Prostate cancer; Prostatectomy; Population; Androgen deprivation therapy; Radiation therapy; Urology; Internal medicine; Gynecology; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000237181,0.0002182554,0.0006364497,0.0001593329,0.00005658514,0.0000271438,0.0000725661,0.0000663683,0.0002164387],"category_scores_gemma":[0.0000442764,0.0001939038,0.0003103697,0.0002651629,0.00004196009,0.0001996575,0.00002304403,0.000177435,0.000009940879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002269828,"about_ca_system_score_gemma":0.0004480878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007613945,"about_ca_topic_score_gemma":0.00362565,"domain_scores_codex":[0.998281,0.00008270676,0.0004849943,0.0001913857,0.0004217807,0.0005381225],"domain_scores_gemma":[0.9987501,0.00006057417,0.0002146007,0.0001306654,0.0002253897,0.0006186499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001968047,0.002157466,0.6061788,0.0002421198,0.00108759,0.001922936,0.003164383,0.00135486,0.000877396,0.00001099103,0.008659548,0.3723758],"study_design_scores_gemma":[0.02318436,0.003361207,0.8542886,0.005751457,0.001168356,0.000751074,0.001638246,0.00005863247,0.01035131,0.00000985522,0.09896734,0.0004695693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468346,0.047936,0.000008515225,0.00277562,0.00118146,0.0008996087,0.0001207226,0.0000114303,0.0002320991],"genre_scores_gemma":[0.9765017,0.02034403,0.0001535102,0.001468659,0.0006495459,0.0003514725,0.00001136019,0.00003765175,0.0004820922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3719063,"threshold_uncertainty_score":0.9989944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436477413999203,"score_gpt":0.3181302098515638,"score_spread":0.2937654357115718,"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."}}