{"id":"W2955934677","doi":"10.2217/fon-2019-0010","title":"Utilization of Tumor Genomics in Clinical Practice: An International Survey among ASCO Members","year":2019,"lang":"en","type":"article","venue":"Future Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"American Society of Clinical Oncology","keywords":"Medicine; Context (archaeology); Family medicine; Clinical Practice; Clinical trial; Clinical Oncology; Precision medicine; Personalized medicine; Internal medicine; Cancer; Pathology; Bioinformatics","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":[0.0008631948,0.0000908532,0.0001981288,0.00004790565,0.00001138011,0.000009172167,0.0002158522,0.0002420181,0.00007998779],"category_scores_gemma":[0.0005840034,0.00009565257,0.00005331665,0.00006752054,0.00006404735,0.00001011345,0.00009818825,0.000135297,0.000007899733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006575064,"about_ca_system_score_gemma":0.0003390722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002553751,"about_ca_topic_score_gemma":0.004140005,"domain_scores_codex":[0.9988725,0.0002190674,0.0004041562,0.0002913349,0.00008059038,0.0001323219],"domain_scores_gemma":[0.9990888,0.000136146,0.0002620009,0.0002746779,0.0001790983,0.00005927224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172657,0.0006171712,0.9696184,0.00001327666,0.00009305069,0.000014424,0.000154858,0.0008285463,0.00934821,0.0008998052,0.002864768,0.01437478],"study_design_scores_gemma":[0.001168309,0.0008341852,0.6191892,0.000004111957,0.00001246612,0.00001177832,0.0002960735,0.0003894363,0.001696142,0.00002048753,0.3762587,0.0001191205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908731,0.0001838908,0.000079725,0.0001670626,0.002265868,0.0001953146,0.00006237053,0.000003102662,0.006169572],"genre_scores_gemma":[0.9950373,0.001020487,0.001711285,0.0007185976,0.0007874127,0.000007135148,0.0006180326,0.00001702963,0.00008274754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3733939,"threshold_uncertainty_score":0.3900599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02515914198445162,"score_gpt":0.3726269263304013,"score_spread":0.3474677843459497,"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."}}