{"id":"W3126915654","doi":"10.1200/jco.20.03420","title":"Clinical Cancer Advances 2021: ASCO's Report on Progress Against Cancer","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Institute for Health and Care Research; Cancer Research UK; Bowel Cancer UK","keywords":"Medicine; Cancer; Oncology; Internal medicine","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":[0.002382229,0.0001874716,0.001072131,0.00003790139,0.00005765583,0.00002374731,0.0002997009,0.0005881901,0.0001658165],"category_scores_gemma":[0.005110904,0.0001532638,0.0007348438,0.000109946,0.0003225394,0.000009240929,0.0001646897,0.0007717334,0.000008248493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007759175,"about_ca_system_score_gemma":0.005150912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001307906,"about_ca_topic_score_gemma":0.000444539,"domain_scores_codex":[0.9958202,0.0004152441,0.002690948,0.0004750326,0.0002961306,0.0003024639],"domain_scores_gemma":[0.9952749,0.0007255084,0.002236469,0.0004137705,0.0009588793,0.0003904653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001450958,0.001268253,0.2208149,0.00001778483,0.0005125803,0.002379877,0.000008699785,0.0004992622,0.0008545336,0.00006118704,0.03980551,0.7323264],"study_design_scores_gemma":[0.002578151,0.003522208,0.0453985,0.00009368874,0.0001434147,0.0001627406,0.00003576293,0.00001788506,0.002717419,0.0001224791,0.9450128,0.0001949511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409901,0.03449108,0.0001232044,0.008937364,0.01084861,0.0001326266,0.00004457111,0.000003714208,0.004428696],"genre_scores_gemma":[0.7203127,0.2434162,0.00379201,0.01181241,0.01898629,0.00003518174,0.00004320191,0.00005169814,0.00155038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9052073,"threshold_uncertainty_score":0.9137496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06905533953624172,"score_gpt":0.4974178235983652,"score_spread":0.4283624840621235,"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."}}