{"id":"W2614394261","doi":"10.6004/jnccn.2017.0070","title":"Use of Biomarkers and Multigene Assays in Breast Cancer","year":2017,"lang":"en","type":"article","venue":"Journal of the National Comprehensive Cancer Network","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Amgen (Canada)","funders":"","keywords":"Medicine; Breast cancer; Oncology; Estrogen receptor; Internal medicine; Endocrine system; Adjuvant therapy; Adjuvant; Chemotherapy; Estrogen; Cancer; Bioinformatics; Hormone","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":[0.00008696446,0.0001086511,0.0001953315,0.00003232066,0.0001565374,0.00002308154,0.0002173222,0.00005645928,0.000008639462],"category_scores_gemma":[0.00006572751,0.00007661492,0.00009594321,0.00005510366,0.000192597,0.00001588011,0.0001687264,0.00009037687,9.35297e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008373814,"about_ca_system_score_gemma":0.0001569333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002928354,"about_ca_topic_score_gemma":0.0002996497,"domain_scores_codex":[0.9992213,0.00005713463,0.0002429908,0.0001199597,0.00023412,0.0001244923],"domain_scores_gemma":[0.9983844,0.00005788062,0.0005986529,0.0001310856,0.0007919266,0.00003602354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00108483,0.0000702262,0.9058201,0.00002658651,0.001118878,0.000003129498,0.00006712323,0.02469463,0.0363069,0.00004666623,0.02485036,0.005910602],"study_design_scores_gemma":[0.000904954,0.00002062099,0.9905233,0.0001847865,0.0000447682,0.00003580676,0.00001626654,0.0001071998,0.002025043,0.0001287275,0.005929622,0.00007887518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838014,0.01075878,0.00001430344,0.004252688,0.000822811,0.0001156644,0.0001690672,9.883137e-7,0.00006428699],"genre_scores_gemma":[0.9947813,0.003639726,0.0003248909,0.0005006394,0.0007033636,0.000008215182,0.000001616847,0.000009534243,0.00003074436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08470327,"threshold_uncertainty_score":0.3124266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05250035401155284,"score_gpt":0.3270827985108631,"score_spread":0.2745824444993103,"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."}}