{"id":"W3159545343","doi":"10.2217/fon-2021-0153","title":"Real-World Genetic Testing Patterns in Metastatic Castration-Resistant Prostate Cancer","year":2021,"lang":"en","type":"article","venue":"Future Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Merck Sharp and Dohme","keywords":"Medicine; FANCA; PALB2; Prostate cancer; Oncology; Genetic testing; Internal medicine; Cancer; DNA repair; Gene; Mutation; Fanconi anemia; Genetics; Germline mutation","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":[0.0001639466,0.0001463909,0.0003597587,0.0001508071,0.00006332335,0.00001806499,0.00005323199,0.00006449658,0.0005201426],"category_scores_gemma":[0.00006143994,0.0001153387,0.00004647977,0.0005954258,0.00004869247,0.00004047056,0.00003896688,0.000296703,0.00001676874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006490545,"about_ca_system_score_gemma":0.001906773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001426575,"about_ca_topic_score_gemma":0.02863272,"domain_scores_codex":[0.9985793,0.0001703539,0.0003028038,0.0003418476,0.0002032316,0.0004024365],"domain_scores_gemma":[0.9992183,0.0001586523,0.00007668923,0.000204303,0.0002054947,0.000136533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001361407,0.0008426367,0.7506262,0.0007646057,0.000306228,0.03004169,0.002507759,0.00009922433,0.059344,0.0002734513,0.002400525,0.1514322],"study_design_scores_gemma":[0.004233366,0.0005401294,0.9706986,0.0002351288,0.0001405161,0.0001508881,0.001248723,0.0001562594,0.00400689,0.0001523456,0.01827739,0.0001598035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802477,0.002856715,0.000005747272,0.007832441,0.0004224674,0.0006193665,0.00006814305,0.00003780513,0.007909553],"genre_scores_gemma":[0.9807584,0.002425174,0.005849065,0.0005777416,0.0007551099,0.0004172436,0.0001622036,0.00003893109,0.009016085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2200723,"threshold_uncertainty_score":0.9890922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0559407481845942,"score_gpt":0.3889786225716865,"score_spread":0.3330378743870923,"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."}}