{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001424809,0.0001186342,0.0001564948,0.0009008873,0.0003313014,0.0005566661,0.0002529052,0.0004657277,0.001496521],"category_scores_gemma":[0.005167618,0.0001712396,0.0001432149,0.001361333,0.0003321891,0.0006366209,0.0005104218,0.0004007705,0.0002506447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004037484,"about_ca_system_score_gemma":0.000520331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006815183,"about_ca_topic_score_gemma":0.006695346,"domain_scores_codex":[0.9988216,0.0004497542,0.0001680458,0.0001384853,0.0002824834,0.0001398056],"domain_scores_gemma":[0.9930635,0.001653673,0.003576295,0.0001795729,0.000502286,0.001024645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002007245,0.00004023709,0.9969108,0.00001269752,0.000009963948,0.00003312614,0.0007439293,0.0000213044,0.000119193,0.00001036966,0.0001782433,0.001900068],"study_design_scores_gemma":[0.000003003457,0.00008476093,0.9969866,0.00002062181,0.000005754576,0.0001607002,0.002079086,0.0001268392,0.00005564645,0.000008734147,0.000465012,0.00000322507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984829,0.0001602902,0.00005768946,0.0002469793,0.000003122617,0.00001194876,0.0002657818,0.000002734636,0.0007685691],"genre_scores_gemma":[0.9993332,0.0001685295,0.0000817422,0.0001086909,0.000005369065,0.00001283034,0.0001684266,0.000001611308,0.0001196119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006815183,"threshold_uncertainty_score":0.01355106,"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."}}