{"id":"W4414965714","doi":"10.3389/fsurg.2025.1683321","title":"Case Report: SCOUT MD™ four reflector technology—enhancing accuracy in breast lesion isolation","year":2025,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Merit Medical Systems; Tulane University","keywords":"Dissection (medical); Resection; Reduction (mathematics); Breast tumor; Breast reduction; Mastectomy; Oncoplastic Surgery","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":[0.0005802651,0.0001458031,0.0004430017,0.001812964,0.00006703072,0.00001419671,0.00003854105,0.0003004289,0.00001865012],"category_scores_gemma":[0.0002573677,0.0001391379,0.00008463085,0.001017897,0.0000693538,0.0001807282,0.00003073047,0.0003657005,0.000005434937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002784631,"about_ca_system_score_gemma":0.0003015318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00013726,"about_ca_topic_score_gemma":0.000119214,"domain_scores_codex":[0.998605,0.00005202271,0.0006157474,0.0003251017,0.0001158662,0.0002862823],"domain_scores_gemma":[0.9992948,0.0001383126,0.0001785212,0.0002746076,0.000066802,0.00004700992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0002574185,0.00004932102,0.7009392,0.0001046463,0.00002577033,0.02325226,0.00004060453,0.000004827835,0.001407529,0.000009416255,0.01036303,0.2635459],"study_design_scores_gemma":[0.001095766,0.00001487242,0.06368672,0.001956472,0.00006800637,0.9253482,0.0009589875,0.001181854,0.00362535,0.001069039,0.000701714,0.0002930694],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865431,0.0007130319,0.007586933,0.001156119,0.003180756,0.000270282,0.000004970735,0.0001061314,0.0004387216],"genre_scores_gemma":[0.994734,0.00009495921,0.004560785,0.0000404053,0.0001221599,0.00002202353,0.00003291831,0.00001445842,0.0003782899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9020959,"threshold_uncertainty_score":0.5673877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349697087736829,"score_gpt":0.2869374148122625,"score_spread":0.2634404439348942,"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."}}