{"id":"W4417159157","doi":"10.1097/gox.0000000000007323","title":"Innovative Preoperative Mathematical Suggestion for Vertical Incision in Mammaplasty","year":2025,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Mammaplasty; Mastopexy; Breast reduction; Reduction (mathematics); Breast 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":[0.0005019983,0.0006047956,0.0003113808,0.0009886266,0.0006653459,0.001271175,0.0008372934,0.0006829525,0.01120301],"category_scores_gemma":[0.002128417,0.0003653225,0.0006396185,0.0004623523,0.0005920008,0.001463973,0.001051413,0.0006931584,0.0017273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003850664,"about_ca_system_score_gemma":0.000981076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001024414,"about_ca_topic_score_gemma":0.001418923,"domain_scores_codex":[0.999512,0.0001098732,0.00004703392,0.0000943823,0.0001942203,0.00004253734],"domain_scores_gemma":[0.9996495,0.0001330617,0.00004525962,0.00004688248,0.00009498298,0.00003029138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006276548,0.0002038084,0.01054566,0.00114295,0.00005318839,0.002921778,0.0008592132,0.07736542,0.06571963,0.1112926,0.02250141,0.7067667],"study_design_scores_gemma":[0.0002666084,0.0006158673,0.00953277,0.0003719169,0.0001667836,0.01189416,0.0009137371,0.7407821,0.03401808,0.1179724,0.08314566,0.0003198797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01695565,0.0005804595,0.9702037,0.0006735601,0.0001787639,0.0001415481,0.00012175,0.0007767985,0.01036778],"genre_scores_gemma":[0.2251911,0.001013784,0.7671478,0.0001452479,0.0001854426,0.0002764008,0.0002555109,0.0002022075,0.005582526],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01120301,"threshold_uncertainty_score":0.03747785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02574216259788991,"score_gpt":0.315359398201032,"score_spread":0.2896172356031421,"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."}}