{"id":"W3185639601","doi":"10.3389/fonc.2021.687730","title":"The Impact of Foundation Medicine Testing on Cancer Patients: A Single Academic Centre Experience","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Internal medicine; KRAS; Precision medicine; Oncology; CDKN2A; Cancer; Retrospective cohort study; Clinical Oncology; Personalized medicine; Bioinformatics; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001726294,0.0004382229,0.0003394906,0.001106689,0.002908431,0.002082796,0.001033897,0.0007958217,0.004689544],"category_scores_gemma":[0.01133907,0.0003614591,0.0003612954,0.002321957,0.001287491,0.0009091976,0.001675274,0.001069182,0.0004948374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009191193,"about_ca_system_score_gemma":0.008158922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05782894,"about_ca_topic_score_gemma":0.1160421,"domain_scores_codex":[0.9967126,0.0007013024,0.000228758,0.0004066649,0.0009187483,0.001032089],"domain_scores_gemma":[0.9864347,0.002021293,0.002877763,0.0004186034,0.001444676,0.006803114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002676274,0.0005362365,0.9053404,0.0001763122,0.00006698799,0.01357315,0.006545425,0.0003326919,0.0008719065,0.0004877391,0.009817417,0.06198419],"study_design_scores_gemma":[0.00007518422,0.002671438,0.8628089,0.0004750704,0.00009790228,0.06995416,0.02985204,0.0009992815,0.001355403,0.0006506648,0.03087776,0.0001821231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870443,0.001866217,0.0003902335,0.002914476,0.00009388416,0.00008778951,0.000316398,0.0000426166,0.007244145],"genre_scores_gemma":[0.9966677,0.001041358,0.0006459212,0.0007073797,0.00009013195,0.00001703017,0.0001796085,0.00002031621,0.0006305077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05782894,"threshold_uncertainty_score":0.1149847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117964768622371,"score_gpt":0.3324430190250365,"score_spread":0.3112633713388128,"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."}}