{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1375062,0.002858931,0.004994394,0.007346494,0.004651391,0.01818017,0.00512625,0.0160544,0.01154492],"category_scores_gemma":[0.2796932,0.001385285,0.001978452,0.004336772,0.03294753,0.05969242,0.009681525,0.0293833,0.00838163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007825087,"about_ca_system_score_gemma":0.01180572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005848999,"about_ca_topic_score_gemma":0.005648067,"domain_scores_codex":[0.9598919,0.01675907,0.004820153,0.004146426,0.01240407,0.001978364],"domain_scores_gemma":[0.7550759,0.1608077,0.0114984,0.01523347,0.04532778,0.01205677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004398367,0.0001214685,0.003755056,0.00426328,0.0004035757,0.0007061439,0.002286875,0.0006589641,0.000330155,0.1036066,0.476413,0.4070151],"study_design_scores_gemma":[0.00008925434,0.0002573178,0.001798303,0.005562526,0.0002124618,0.0007214322,0.003870639,0.0007058624,0.0004040202,0.2673446,0.7187983,0.0002352068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0006462783,0.185764,0.003624228,0.7674252,0.03869793,0.00002904922,0.0001566249,0.0002060312,0.003450623],"genre_scores_gemma":[0.04382556,0.3987275,0.0148599,0.4392703,0.09253469,0.0002585921,0.0003072126,0.0005548965,0.009661304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1375062,"threshold_uncertainty_score":0.7272109,"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."}}