{"id":"W2213953901","doi":"10.1177/229255031101900203","title":"Does Size Matter? Technical Considerations of a Regenerative Tissue Matrix for Use in Reconstructive Surgery","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Reconstructive surgery; Acellular Dermis; Surgery; Breast reconstruction; Dermis; Implant; Anatomy; Breast cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000454929,0.0001369201,0.000665297,0.000847031,0.00005937946,0.00001746591,0.000033549,0.0001497959,0.000722545],"category_scores_gemma":[0.002737901,0.00009566501,0.0002348781,0.0001868948,0.0002586859,0.0002126858,0.000003724851,0.0002123621,0.000003797458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001314212,"about_ca_system_score_gemma":0.002801486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001814536,"about_ca_topic_score_gemma":0.01646102,"domain_scores_codex":[0.9985495,0.00008293008,0.0008620518,0.000134761,0.0001018779,0.0002689342],"domain_scores_gemma":[0.9904494,0.008234933,0.0004428173,0.0001082366,0.0003720007,0.0003926528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004428197,0.00004410914,0.9838412,0.0000982307,0.0001670492,0.0005758429,0.0002666047,0.000003997734,0.001026007,0.0002096317,0.00974915,0.003575388],"study_design_scores_gemma":[0.0009631476,0.0001394029,0.9113889,0.001566669,0.0003176796,0.07128446,0.0007591933,0.00001888927,0.01145529,0.001610286,0.0001793895,0.0003167419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959826,0.00008393448,0.0004639494,0.0001408594,0.002901362,0.0001802899,0.0001848198,0.000004598847,0.00005755546],"genre_scores_gemma":[0.9949121,0.000007815201,0.004735518,0.00002981266,0.0002156324,0.000007816362,0.000007308779,0.00001726434,0.0000666823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07245232,"threshold_uncertainty_score":0.9185634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04540311324135132,"score_gpt":0.2549004450895153,"score_spread":0.209497331848164,"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."}}