{"id":"W2142846876","doi":"10.1093/jnci/djq306","title":"Cancer Biomarkers: Can We Turn Recent Failures into Success?","year":2010,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":375,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Turn (biochemistry); Business; Chemistry; Biochemistry","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":[0.0002511373,0.0001412021,0.0001433273,0.00007280613,0.0001726021,0.0000591043,0.0005176972,0.0001200332,0.00009981641],"category_scores_gemma":[0.0003888903,0.0001012435,0.0001528812,0.0001674295,0.0001838977,0.00001674857,0.000124347,0.0002887146,0.000001252076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820709,"about_ca_system_score_gemma":0.001794075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007479434,"about_ca_topic_score_gemma":0.02027494,"domain_scores_codex":[0.9988683,0.00002331612,0.0003360668,0.0001638097,0.0004434257,0.000165024],"domain_scores_gemma":[0.9984289,0.00002185908,0.0003932473,0.0001517587,0.0008942167,0.0001099795],"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":[0.0004022892,0.0001212234,0.01654404,0.00004243508,0.0006393893,0.000006952547,0.0002144058,0.005803401,0.8087332,0.00144434,0.1304342,0.0356141],"study_design_scores_gemma":[0.0006679477,0.00004732694,0.005219988,0.00004935413,0.00004915162,0.00004537084,0.00001550858,0.0000256939,0.1119302,0.001300673,0.8804939,0.0001548283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435005,0.005596426,0.00009196004,0.03775111,0.01182863,0.0001742159,0.0002768219,0.000004240607,0.000776071],"genre_scores_gemma":[0.9840904,0.008428878,0.0006360916,0.002204486,0.00437683,0.00002139207,0.00001292065,0.00001770259,0.0002113045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7500597,"threshold_uncertainty_score":0.9976025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01923106165289082,"score_gpt":0.3130924777805548,"score_spread":0.293861416127664,"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."}}