{"id":"W3135782998","doi":"10.1158/1078-0432.ccr-20-4948","title":"Amplifying the Voice of the Whispering Cancer","year":2021,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Cancer; Serous ovarian cancer; Ovarian cancer; Serous fluid; Disease; DNA sequencing; Clinical Practice","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":[0.0005666785,0.000685887,0.0003932354,0.001050658,0.0005868825,0.0006977803,0.0004059293,0.0009955036,0.01470746],"category_scores_gemma":[0.001512282,0.0003520903,0.0006755193,0.0004728769,0.0004665565,0.0004212449,0.0007137926,0.00147773,0.007492539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003388022,"about_ca_system_score_gemma":0.0006485683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007447035,"about_ca_topic_score_gemma":0.001260677,"domain_scores_codex":[0.9993052,0.00009175143,0.00002863346,0.0002713749,0.0001649187,0.0001381456],"domain_scores_gemma":[0.9991328,0.0002996876,0.00008040799,0.00008745336,0.0002799575,0.0001197775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000180888,0.0000403041,0.001281419,0.0001255086,0.00002290319,0.0006129166,0.0002948994,0.0001137039,0.9708378,0.001063293,0.002178432,0.02324791],"study_design_scores_gemma":[0.0000893194,0.0008426053,0.01212611,0.0001024128,0.0001460534,0.002387608,0.0005869842,0.00639963,0.890656,0.002288628,0.08432313,0.00005149645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6816897,0.004287538,0.2512809,0.00343174,0.003587247,0.001058242,0.004592683,0.003319194,0.04675283],"genre_scores_gemma":[0.6463792,0.002177434,0.246208,0.0038455,0.0005555266,0.0006063388,0.008160299,0.0008274938,0.09124009],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01470746,"threshold_uncertainty_score":0.04920143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2094956467935731,"score_gpt":0.5149692730327153,"score_spread":0.3054736262391422,"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."}}