{"id":"W2275709532","doi":"10.1093/jncimonographs/lgv015","title":"RNA Disruption and Drug Response in Breast Cancer Primary Systemic Therapy","year":2015,"lang":"en","type":"article","venue":"JNCI Monographs","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University; Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Systemic therapy; Breast cancer; Oncology; Drug; Cancer; Internal medicine; Pharmacology","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":[0.0003399001,0.0001143115,0.0001097457,0.0000737438,0.00003402171,0.00001334462,0.0001046634,0.0001224698,0.000002588795],"category_scores_gemma":[0.000006558195,0.0001006253,0.00004554163,0.0001350083,0.0000764588,0.000003459339,0.00005495941,0.000071724,0.000001276607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002010963,"about_ca_system_score_gemma":0.00005933389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008639058,"about_ca_topic_score_gemma":0.00001920972,"domain_scores_codex":[0.9992485,0.0001203996,0.0001481745,0.0002707244,0.00006095859,0.0001512616],"domain_scores_gemma":[0.9995521,0.000006368012,0.00005571641,0.0002570091,0.00004929419,0.00007945622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001045485,0.0000717504,0.0582301,0.000009742721,0.00002428561,0.000003420884,0.0001226894,0.000009910052,0.9272335,0.00007437964,0.00469554,0.008479171],"study_design_scores_gemma":[0.005370088,0.0008665657,0.7105237,0.000185457,0.00004572228,0.0005203251,0.0006799033,0.0001905624,0.1700892,0.00126901,0.108875,0.001384402],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942533,0.003918685,0.0005335011,0.0007319291,0.00003613786,0.0002746456,0.00004693557,0.00002424329,0.0001806093],"genre_scores_gemma":[0.9955605,0.003089017,0.0003942484,0.0004681742,0.00004865857,0.0002461798,0.00007465599,0.00001482521,0.0001038011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7571443,"threshold_uncertainty_score":0.4103382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163152112404763,"score_gpt":0.2765481739785503,"score_spread":0.2649166528545027,"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."}}