{"id":"W4388830379","doi":"10.7759/cureus.49084","title":"The Role of Ultrasound Features in Predicting the Breast Cancer Response to Neoadjuvant Chemotherapy","year":2023,"lang":"en","type":"article","venue":"Cureus","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Breast cancer; Immunophenotyping; Oncology; Internal medicine; Axilla; Confidence interval; Docetaxel; Neoadjuvant therapy; Cancer; Biopsy; Radiology","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":[0.002099062,0.0003015102,0.0002931925,0.001258453,0.0001222401,0.0006423643,0.000274663,0.000355676,0.0007168292],"category_scores_gemma":[0.01008616,0.000129844,0.0003095793,0.0006744566,0.0003581714,0.0004459452,0.0002996286,0.0003709669,0.0001951794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000185585,"about_ca_system_score_gemma":0.0002068159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005991802,"about_ca_topic_score_gemma":0.000815213,"domain_scores_codex":[0.9991837,0.000371689,0.0001160254,0.00008223277,0.0001429184,0.0001034628],"domain_scores_gemma":[0.9901983,0.005758801,0.002478359,0.0002025614,0.0006974582,0.000664522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002888948,0.00001826509,0.9943624,0.00001131159,0.00002630742,0.00005159254,0.00001949725,0.0001681752,0.0002536269,0.000006908333,0.00003751963,0.004755545],"study_design_scores_gemma":[0.000006178799,0.0003172712,0.9971413,0.00001023038,0.0000514561,0.0004782068,0.00008488338,0.001455529,0.0002211995,0.00003843434,0.0001905635,0.000004703946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976504,0.001283617,0.000320343,0.00007437177,0.00001329192,0.0000115321,0.000114717,0.000008134942,0.0005234953],"genre_scores_gemma":[0.9994876,0.0001555566,0.0001814054,0.00000852425,0.00002105314,0.000004584126,0.00009968487,0.000001390805,0.00004019697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002099062,"threshold_uncertainty_score":0.01110107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004804568396186207,"score_gpt":0.2639771827152423,"score_spread":0.2591726143190561,"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."}}