{"id":"W2015080154","doi":"10.1158/0008-5472.sabcs-09-78","title":"Tumor Ki67 Proliferation Index within 4 Weeks of Initiating Neoadjuvant Endocrine Therapy for Early Identification of Non-Responders.","year":2009,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Internal medicine; Oncology; Neoadjuvant therapy; Cancer; Endocrine system; Surrogate endpoint; Biopsy; Clinical endpoint; Stage (stratigraphy); Sample size determination; Randomized controlled trial; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001447445,0.0001885246,0.0004219702,0.0004203057,0.0001609891,0.0003696714,0.0003074724,0.0002956055,0.002288804],"category_scores_gemma":[0.001939153,0.0001277788,0.0002704147,0.0002672124,0.0001742226,0.0002946235,0.0002257407,0.0004719259,0.0004469796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002670035,"about_ca_system_score_gemma":0.0003329091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004175048,"about_ca_topic_score_gemma":0.001318129,"domain_scores_codex":[0.9996911,0.000109089,0.0000396202,0.0000656058,0.00006531364,0.00002929356],"domain_scores_gemma":[0.998915,0.0003401795,0.0003629678,0.00008759862,0.000132546,0.000161751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03648882,0.0005737891,0.8884275,0.0003006589,0.0001421028,0.0001728555,0.00009191009,0.0003060963,0.01612493,0.00006596473,0.001359334,0.05594603],"study_design_scores_gemma":[0.0006368177,0.004081948,0.9848259,0.00002591308,0.0002095077,0.0005534227,0.00009092067,0.001541161,0.006105473,0.0001284048,0.001787473,0.00001323595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952114,0.001606371,0.0006177147,0.0001210797,0.00003819627,0.0002364277,0.001174504,0.00002287009,0.0009714348],"genre_scores_gemma":[0.9963491,0.0002088418,0.001133998,0.00006821473,0.00002988804,0.000187933,0.001361359,0.000005086569,0.0006554715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002288804,"threshold_uncertainty_score":0.007656872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04930510360388998,"score_gpt":0.4011720458804437,"score_spread":0.3518669422765537,"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."}}