{"id":"W2096982880","doi":"10.1093/jncimonographs/lgr023","title":"Tissue and Soluble Biomarkers in Breast Cancer and Their Applications: Ready to Use?","year":2011,"lang":"en","type":"article","venue":"JNCI Monographs","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Breast cancer; Cancer; Intensive care medicine; Bioinformatics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003277882,0.0007753397,0.001287551,0.002033611,0.0002446297,0.002377152,0.0007274966,0.001494649,0.006008942],"category_scores_gemma":[0.002521639,0.0003956336,0.0005205823,0.00228328,0.001027354,0.002918849,0.000759929,0.00201328,0.002916483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005931589,"about_ca_system_score_gemma":0.00103194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005444953,"about_ca_topic_score_gemma":0.001123547,"domain_scores_codex":[0.9990403,0.0003742101,0.0001166776,0.00008939944,0.0003112183,0.0000681025],"domain_scores_gemma":[0.9984597,0.0007211163,0.0001942525,0.0001284366,0.0003800012,0.0001164182],"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":[0.0004222498,0.0001040448,0.00249847,0.00333416,0.00007692131,0.0004623327,0.000149264,0.0002424272,0.02261054,0.009950608,0.02297001,0.9371789],"study_design_scores_gemma":[0.00008688385,0.0011647,0.005692529,0.001935169,0.000265689,0.003492971,0.0003803135,0.0004363196,0.02222521,0.01209013,0.9521582,0.00007171285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003102699,0.9723039,0.00592185,0.01134345,0.00190174,0.00004735269,0.0001928905,0.0001089134,0.005077119],"genre_scores_gemma":[0.03559561,0.9224054,0.02426767,0.003901821,0.005092529,0.0001338164,0.0005014171,0.00005817103,0.008043651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006008942,"threshold_uncertainty_score":0.02010196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04059533034397534,"score_gpt":0.2847080133109487,"score_spread":0.2441126829669734,"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."}}