{"id":"W2332451881","doi":"10.1097/01.prs.0000430035.53485.21","title":"Abstract 93","year":2013,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Reconstructive surgery; Plastic surgery; General surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009727116,0.0001769928,0.0004186571,0.0001370033,0.00006603599,0.00003364886,0.00004257682,0.0001014758,0.01158278],"category_scores_gemma":[0.001272104,0.0001330533,0.0002628086,0.0001570224,0.0001843016,0.0001577389,0.00002195217,0.000225334,0.001305376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000389419,"about_ca_system_score_gemma":0.0001016154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007081895,"about_ca_topic_score_gemma":0.000001547476,"domain_scores_codex":[0.9988365,0.000021987,0.0003118211,0.0002837044,0.0002007809,0.0003452593],"domain_scores_gemma":[0.99559,0.003743083,0.00009686709,0.0001686085,0.0001267658,0.0002746843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000192395,0.0001862502,0.7396103,0.0001394397,0.0003029766,0.0002242892,0.000064948,0.00000283822,0.007208263,0.0004892424,0.01357288,0.2380062],"study_design_scores_gemma":[0.0002738138,0.00002621841,0.9931515,0.0001557414,0.00003604396,0.0003082203,0.0002199387,0.000035562,0.001606863,0.0008265224,0.003171381,0.0001882046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809916,0.0002055055,0.00003464116,0.0002495465,0.001167716,0.0001833422,0.000008469077,0.0000849131,0.01707427],"genre_scores_gemma":[0.9987175,0.00004431399,0.0003149736,0.0001840452,0.0003796161,0.00003265377,0.00001309941,0.00001999863,0.0002937832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2535412,"threshold_uncertainty_score":0.9994722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950946420277434,"score_gpt":0.2373621478362601,"score_spread":0.2178526836334858,"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."}}