{"id":"W2623006127","doi":"10.1093/asj/sjw241","title":"Drainless Abdominoplasty Using Barbed Progressive Tension Sutures","year":2017,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Toronto","funders":"","keywords":"Abdominoplasty; Medicine; Liposuction; Barbed suture; Diastasis; Surgery; Abdominal wall; Rectus abdominis muscle; Plastic surgery; Fibrous joint","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":[0.001365882,0.0002522737,0.0006600415,0.0002369915,0.001266227,0.0002485513,0.0001712826,0.0001641528,0.0001203296],"category_scores_gemma":[0.00031884,0.0001881633,0.0004800771,0.00006015797,0.0002772795,0.0002510436,0.00006815603,0.0005760455,0.00003309183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008356365,"about_ca_system_score_gemma":0.0005939591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002608065,"about_ca_topic_score_gemma":0.000002166254,"domain_scores_codex":[0.9979873,0.000132147,0.0005120617,0.0002744644,0.0005294128,0.0005645918],"domain_scores_gemma":[0.9977034,0.0002069948,0.000626495,0.0006777942,0.0003446531,0.0004406202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0009748855,0.0003762894,0.3007232,0.00005413868,0.0001860092,0.01632343,0.0003776906,0.00001820607,0.003044561,0.00004646724,0.04178679,0.6360884],"study_design_scores_gemma":[0.006375193,0.0003136414,0.2296376,0.007535184,0.0008125076,0.7063062,0.0006454686,0.004357016,0.008597798,0.001208147,0.03236197,0.001849317],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930335,0.00143738,0.0001021921,0.002517184,0.001907249,0.0001304307,0.000001314932,0.00004898973,0.0008217031],"genre_scores_gemma":[0.9977301,0.0001504645,0.0005528739,0.0002136144,0.0008834173,0.000003643541,0.000002284279,0.0000481777,0.0004153872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6899828,"threshold_uncertainty_score":0.9738922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06310238814904144,"score_gpt":0.3251001521405472,"score_spread":0.2619977639915058,"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."}}