{"id":"W2048524209","doi":"10.1016/j.eursup.2009.06.001","title":"Treatment Decisions for Advanced Genitourinary Cancers: From Symptoms to Risk Assessment","year":2009,"lang":"en","type":"article","venue":"European Urology Supplements","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Sanofi","keywords":"Medicine; Docetaxel; Prostate cancer; Oncology; Genitourinary system; Internal medicine; Chemotherapy; Cancer; Renal cell carcinoma; Clinical trial; Adverse effect","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":[0.0001732053,0.0002807244,0.0003686145,0.0001740523,0.0002518026,0.00002556684,0.0001906605,0.00004534847,0.0005126508],"category_scores_gemma":[0.00006955985,0.0002141309,0.0001555223,0.0001487218,0.00004253472,0.0000709403,0.00007793701,0.0001524582,0.0001964119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000620672,"about_ca_system_score_gemma":0.0002039772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009316962,"about_ca_topic_score_gemma":0.00003372513,"domain_scores_codex":[0.9979281,0.0002009375,0.000348387,0.0006303037,0.0002613784,0.0006309221],"domain_scores_gemma":[0.9986632,0.0001966972,0.00008993624,0.0005424991,0.0001087858,0.0003988053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009041845,0.001987817,0.1495816,0.000008171271,0.001534164,0.001355744,0.001105395,0.0003155311,0.01137157,0.00008385991,0.02675764,0.7968566],"study_design_scores_gemma":[0.02502753,0.03085365,0.4214695,0.00003675588,0.0006506512,0.00002659997,0.0001642423,0.000281285,0.001795882,0.0003927173,0.5189295,0.000371688],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772813,0.0007249797,0.002580594,0.007710942,0.0004236118,0.002883859,0.001693526,0.0001199867,0.006581156],"genre_scores_gemma":[0.9807806,0.0007478718,0.01253591,0.001768578,0.0004186705,0.0002215679,0.001451721,0.0000512454,0.002023829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7964849,"threshold_uncertainty_score":0.8732004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03192870313935767,"score_gpt":0.3765955866516109,"score_spread":0.3446668835122532,"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."}}