{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004482357,0.002229288,0.000981666,0.002270576,0.002675734,0.001831614,0.001556308,0.007499982,0.00257527],"category_scores_gemma":[0.002892191,0.001316924,0.001786777,0.001482673,0.002174025,0.002167328,0.001575431,0.00423209,0.001554437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001410072,"about_ca_system_score_gemma":0.0007161484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001702373,"about_ca_topic_score_gemma":0.003234679,"domain_scores_codex":[0.9991333,0.00009489329,0.0001006326,0.0002311404,0.000164164,0.0002759311],"domain_scores_gemma":[0.9983751,0.0005193615,0.0003664805,0.0002882929,0.00007136057,0.0003794152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00003093297,0.00003487832,0.002187306,0.00002566356,0.000007815979,0.9947023,0.0001227052,0.00006432914,0.001047231,0.000156225,0.0001990441,0.001421497],"study_design_scores_gemma":[0.000004401135,0.00003516504,0.0007172884,0.000006370393,0.000007335747,0.9979505,0.00005668564,0.0001821154,0.0006320144,0.0000765509,0.0003255128,0.000006190457],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463357,0.005383795,0.01918614,0.008825251,0.0007405899,0.0003544072,0.0002929418,0.0005847792,0.01829631],"genre_scores_gemma":[0.9866252,0.001124499,0.006797525,0.001323245,0.0008374499,0.00004200524,0.00008775835,0.00004752773,0.003114788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007499982,"threshold_uncertainty_score":0.01023078,"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."}}