{"id":"W4417294489","doi":"10.1016/j.ultrasmedbio.2025.11.151","title":"QUANTITATIVE ULTRASOUND RADIOMICS GUIDED ADAPTIVE NEOADJUVANT CHEMOTHERAPY IN BREAST CANCER: A RANDOMIZED STUDY","year":2025,"lang":"en","type":"article","venue":"Ultrasound in Medicine & Biology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; York University; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Chemotherapy; Radiomics; Breast cancer; Randomized controlled trial; Anthracycline; Ultrasound; Clinical trial","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":[0.001807763,0.001547917,0.002978283,0.0003994255,0.0004000546,0.001080481,0.0008939404,0.001871467,0.00567473],"category_scores_gemma":[0.002395687,0.000767193,0.001740488,0.0006949297,0.002349708,0.001111249,0.0005813839,0.002402694,0.0008527076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0010853,"about_ca_system_score_gemma":0.001005623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163384,"about_ca_topic_score_gemma":0.001475459,"domain_scores_codex":[0.998329,0.0009502851,0.0001114331,0.0003021764,0.0001393778,0.0001677463],"domain_scores_gemma":[0.9982444,0.0007295949,0.0004203623,0.0001947551,0.0001029104,0.0003080062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9845896,0.005038555,0.0009165024,0.0002349681,0.0008114432,0.00001322653,0.00002850628,0.0002325294,0.001312554,0.00007470016,0.0001347452,0.006612718],"study_design_scores_gemma":[0.8569446,0.1338593,0.004941322,0.00004911589,0.002073328,0.00002563457,0.0000523001,0.0006128267,0.0005224437,0.0002027489,0.0006856837,0.00003071762],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918206,0.003331496,0.0009046069,0.0003842963,0.0003807724,0.001717962,0.0003046383,0.00004185038,0.001113894],"genre_scores_gemma":[0.9919512,0.001705924,0.001359162,0.0007215218,0.0004552443,0.001937619,0.0003494489,0.00002187316,0.001497991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00567473,"threshold_uncertainty_score":0.01898384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182548004355375,"score_gpt":0.3650791381769413,"score_spread":0.3468243377414038,"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."}}