{"id":"W2921755475","doi":"10.14288/1.0374139","title":"The clinical actionability and evolution of mutational processes in metastatic cancer","year":2019,"lang":"en","type":"article","venue":"Open Collections","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cancer; Medicine; Genetics; Biology; Computational biology","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":[0.002321056,0.00029501,0.0003655592,0.0005705141,0.0002249281,0.0008248115,0.0004151719,0.0005464056,0.0005081868],"category_scores_gemma":[0.008869444,0.0003118035,0.0006061488,0.0003716447,0.00050582,0.0006163471,0.0005379454,0.0007130271,0.0001157735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009246261,"about_ca_system_score_gemma":0.0007554564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00660421,"about_ca_topic_score_gemma":0.007498583,"domain_scores_codex":[0.9994605,0.000238164,0.00002965634,0.0001592051,0.00007811125,0.00003425889],"domain_scores_gemma":[0.9971675,0.001894138,0.0005353168,0.0001925,0.0001332445,0.00007726115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004118695,0.00006522349,0.2292963,0.000136717,0.0002400045,0.0002840098,0.0003339126,0.6737522,0.01456277,0.009643899,0.0005517603,0.0707214],"study_design_scores_gemma":[0.00001137787,0.00009088092,0.03953492,0.00001562452,0.00003881422,0.0002158402,0.0000441016,0.9477767,0.003932077,0.007695675,0.0006128343,0.00003107911],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8284762,0.0005812739,0.1684484,0.0004475561,0.00001497337,0.0000430455,0.00059316,0.0002091784,0.00118611],"genre_scores_gemma":[0.9875329,0.00019692,0.01160422,0.00002841938,0.000006156788,0.00001616404,0.0002929271,0.00001665019,0.000305682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00660421,"threshold_uncertainty_score":0.0131315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147328408334787,"score_gpt":0.3458508743005201,"score_spread":0.3243775902171722,"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."}}