{"id":"W7081591594","doi":"","title":"Prediction of overall survival for patients with metastatic castration-resistant prostate cancer: development of a prognostic model through a crowdsourced challenge with open clinical trial data","year":2022,"lang":"en","type":"other","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; National Institutes of Health; Russian Science Foundation; Natural Sciences and Engineering Research Council of Canada; Syöpäjärjestöt; Suomen Kulttuurirahasto; Bundesministerium für Bildung und Forschung; Agence Nationale de la Recherche; Turun Yliopisto; National Natural Science Foundation of China; Israeli Centers for Research Excellence; National Research Foundation Singapore; Deutsche Forschungsgemeinschaft; National Cancer Institute; National Research Foundation; European Commission; Johns Hopkins University; National Science Foundation","keywords":"Prostate cancer; Clinical trial; Docetaxel; Placebo; Prostate; Prednisone; Overall survival; Cancer; Prognostic variable","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06092837,0.001600977,0.00206028,0.002695434,0.0009596527,0.003473255,0.003549479,0.003236408,0.00267213],"category_scores_gemma":[0.1338018,0.0007801694,0.003199013,0.002667907,0.002459807,0.002471076,0.005504487,0.003497019,0.001224649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002736833,"about_ca_system_score_gemma":0.004856873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007485387,"about_ca_topic_score_gemma":0.008378393,"domain_scores_codex":[0.966221,0.02589475,0.001397025,0.003941848,0.001983467,0.0005619496],"domain_scores_gemma":[0.8555776,0.1212167,0.00578078,0.01049751,0.004406916,0.002520489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006039825,0.001793434,0.1055329,0.005040535,0.002545229,0.001093253,0.002641739,0.5146826,0.002134304,0.01740296,0.1044643,0.2366289],"study_design_scores_gemma":[0.001236706,0.0007226281,0.01099353,0.0006867289,0.0004616491,0.0002330259,0.0006510899,0.8821576,0.001378338,0.07151952,0.02980298,0.0001561113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2581277,0.008219204,0.5725287,0.04407571,0.00160762,0.007251689,0.08723086,0.006170864,0.01478774],"genre_scores_gemma":[0.6494022,0.001190005,0.2971854,0.003959403,0.0004852999,0.004659903,0.04073986,0.0003549812,0.002022847],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06092837,"threshold_uncertainty_score":0.3222239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1924913136824175,"score_gpt":0.3469140522612528,"score_spread":0.1544227385788353,"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."}}