{"id":"W2050091483","doi":"10.1593/tlo.11346","title":"Diffuse Optical Spectroscopy Evaluation of Treatment Response in Women with Locally Advanced Breast Cancer Receiving Neoadjuvant Chemotherapy","year":2012,"lang":"en","type":"article","venue":"Translational Oncology","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre","funders":"Natural Sciences and Engineering Research Council of Canada; Terry Fox Foundation; Cancer Care Ontario","keywords":"Medicine; Deoxygenated Hemoglobin; Chemotherapy; Breast cancer; Mastectomy; Hemoglobin; Internal medicine; Urology; Oncology; Surgery; Cancer; Gastroenterology; Nuclear medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002943647,0.0001626857,0.0002400601,0.0002935555,0.00009729811,0.0001419481,0.00008587838,0.0002137642,0.0004012012],"category_scores_gemma":[0.001181101,0.00008061532,0.00009890908,0.0001815517,0.0001131948,0.0001177517,0.0001051865,0.0001790452,0.00009382541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000133433,"about_ca_system_score_gemma":0.0000713738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004904444,"about_ca_topic_score_gemma":0.0008323062,"domain_scores_codex":[0.9998529,0.00006779893,0.000009602032,0.00002331871,0.00002837014,0.00001799293],"domain_scores_gemma":[0.999595,0.0001421952,0.0001510095,0.0000184602,0.00004869276,0.00004461265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0030878,0.0001395803,0.9122841,0.00006363741,0.00004787131,0.0002641035,0.0002066285,0.0004025285,0.04800623,0.00001528277,0.0001336261,0.03534855],"study_design_scores_gemma":[0.00002654618,0.001514351,0.9907364,0.000007508001,0.00005134904,0.0008058639,0.0002052839,0.0008254262,0.005400458,0.00001936877,0.0004009372,0.000006502945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998895,0.0005127407,0.0001854044,0.00003099801,0.000002524969,0.000008027672,0.00002699624,0.000006145446,0.0003322506],"genre_scores_gemma":[0.9994283,0.000146006,0.0002282512,0.00002028456,0.000006235081,0.00000771747,0.00004949029,0.000001087027,0.0001126105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004904444,"threshold_uncertainty_score":0.001556754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317061644000886,"score_gpt":0.3796868252991633,"score_spread":0.3565162088591545,"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."}}