{"id":"W4296164138","doi":"10.1097/prs.0000000000009740","title":"Decision-Making Algorithm for Advanced Excisional Body Contouring: Dynamic Definition Solutions for Skin Laxity","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bausch Health (Canada)","funders":"","keywords":"Abdominoplasty; Medicine; Contouring; Body contouring; Surgery; Abdominal wall; Plastic surgery; Algorithm; Weight loss; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001232572,0.0003095308,0.0007770192,0.0005578217,0.001205402,0.00003642539,0.0001065605,0.0001110508,0.0003082684],"category_scores_gemma":[0.004750011,0.0003318645,0.000691891,0.0003002753,0.0001703558,0.0001882901,0.0001267529,0.0003607595,0.000007901246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005114048,"about_ca_system_score_gemma":0.0007196838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007362691,"about_ca_topic_score_gemma":0.00001077878,"domain_scores_codex":[0.997233,0.0001022952,0.0007346249,0.0006786255,0.0004603004,0.000791206],"domain_scores_gemma":[0.9728038,0.02601485,0.0003280035,0.0002934464,0.0003740501,0.0001858539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002923055,0.0004646403,0.005535081,0.0001419508,0.0004275956,0.00007662094,0.000119058,0.0002911546,0.0006263578,0.001756879,0.006068143,0.9815695],"study_design_scores_gemma":[0.02312316,0.00257589,0.1876433,0.004911694,0.002158028,0.005110553,0.007012531,0.5742547,0.0008275246,0.144947,0.04228865,0.00514694],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4908234,0.00050561,0.4989374,0.0001132389,0.006441345,0.00111666,0.001530554,0.0001886577,0.0003431799],"genre_scores_gemma":[0.936751,0.00002418627,0.06090777,0.0001076158,0.0005364555,0.001171406,0.0003311097,0.00006762407,0.000102813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9764225,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02664014411220578,"score_gpt":0.2768624674566922,"score_spread":0.2502223233444865,"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."}}