{"id":"W2791937332","doi":"10.1097/prs.0000000000004060","title":"Postbariatric Brachioplasty with Posteromedial Scar: Physical Model, Technical Refinements, and Clinical Outcomes","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Liposuction; Scars; Wound dehiscence; Surgery; Displacement (psychology); Plastic surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006000508,0.0004017528,0.001224094,0.000363409,0.0001854585,0.00004708344,0.00008323765,0.0002265202,0.00005806029],"category_scores_gemma":[0.00225372,0.0002919562,0.0003271772,0.0003151119,0.00123345,0.0001937694,0.0001198665,0.0006038818,0.00005077856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007420928,"about_ca_system_score_gemma":0.000524899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002146554,"about_ca_topic_score_gemma":0.00003786881,"domain_scores_codex":[0.9973054,0.0001312158,0.0007258732,0.0007813422,0.0004750406,0.0005811071],"domain_scores_gemma":[0.9929062,0.005675826,0.0002486989,0.0004115207,0.0002812991,0.000476473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001404707,0.0003260876,0.9805617,0.00003948433,0.0003615077,0.00009055289,0.00005220754,0.000001165738,0.0001763678,0.0001014094,0.001169701,0.01571516],"study_design_scores_gemma":[0.001800051,0.0007471229,0.9925922,0.0002404593,0.0005396979,0.0006796945,0.00005724758,0.002567093,0.00006861323,0.0001385833,0.0001154064,0.0004538113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958548,0.00003331711,0.0007461911,0.00022008,0.001364399,0.0002560395,0.00004761279,0.0001840293,0.001293561],"genre_scores_gemma":[0.9951769,0.00002638979,0.002539642,0.0002063858,0.001817266,0.00002010696,0.00002461674,0.00005334597,0.0001353952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01526134,"threshold_uncertainty_score":0.9999533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179983344741791,"score_gpt":0.283972706465555,"score_spread":0.2621728730181371,"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."}}