{"id":"W2002508024","doi":"10.1097/prs.0b013e3181a805c5","title":"The Absorbable Dermal Staple Device: A Faster, More Cost-Effective Method for Incisional Closure","year":2009,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Scars; Fibrous joint; Wound healing; Absorbable suture","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":[],"consensus_categories":[],"category_scores_codex":[0.000740175,0.0003199788,0.0006833267,0.0001361151,0.0004250113,0.00006531649,0.000112961,0.0001752382,0.0001641469],"category_scores_gemma":[0.003730895,0.0002031686,0.0005270351,0.0002913677,0.0002176373,0.0001442838,0.00003763272,0.000361853,0.00002112264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161146,"about_ca_system_score_gemma":0.0002697611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001183698,"about_ca_topic_score_gemma":0.000009481119,"domain_scores_codex":[0.9978257,0.0001762485,0.0004864335,0.0004989503,0.0003832557,0.0006294075],"domain_scores_gemma":[0.9722575,0.02666134,0.0002067599,0.0002479651,0.0003545498,0.0002719027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004936039,0.0002521883,0.07602207,0.00009870616,0.0005454881,0.0001272634,0.0002369009,0.0000666293,0.001481464,0.001964582,0.005477494,0.9087912],"study_design_scores_gemma":[0.003991765,0.0007162588,0.8677844,0.0005739001,0.0005101461,0.001503548,0.002073432,0.004895046,0.006784642,0.006636757,0.103695,0.0008350626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973936,0.001625343,0.01616414,0.001694695,0.001886691,0.002963944,0.0002183073,0.0001163532,0.001394555],"genre_scores_gemma":[0.9876003,0.00009435703,0.009105095,0.001127137,0.0009130142,0.0006068381,0.00008261326,0.0000471286,0.0004234666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9079561,"threshold_uncertainty_score":0.8284975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02413030591460708,"score_gpt":0.3194724232654791,"score_spread":0.2953421173508721,"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."}}