{"id":"W4400646138","doi":"10.1016/j.bjps.2024.07.026","title":"Utility of 3D-printed vascular modeling in microsurgical breast reconstruction: a systematic review","year":2024,"lang":"en","type":"review","venue":"Journal of Plastic Reconstructive & Aesthetic Surgery","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Queen's University","funders":"","keywords":"3d printed; Breast reconstruction; Computer science; Biomedical engineering; Medicine; Breast cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00229136,0.0006313935,0.007138256,0.001289915,0.00002356552,0.0000208066,0.0004008937,0.00066845,0.0001384346],"category_scores_gemma":[0.001098473,0.0004582229,0.002274981,0.001061054,0.0003824772,0.000132294,0.0000647305,0.001973859,0.00002749031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002293963,"about_ca_system_score_gemma":0.0006956832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002799687,"about_ca_topic_score_gemma":0.000001482344,"domain_scores_codex":[0.9935457,0.0005115056,0.004692108,0.0003632339,0.0004681764,0.0004193434],"domain_scores_gemma":[0.9965266,0.00134932,0.0012005,0.0004431658,0.0002823865,0.0001980032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000005892726,0.00002732974,0.00001101271,0.5043424,0.0005818768,0.0002060402,0.00001007041,0.00001782598,4.950867e-8,0.00003455859,0.00006060171,0.4947023],"study_design_scores_gemma":[0.0001474782,0.0000201899,0.000001282253,0.9094408,0.004551751,0.07466896,0.00006901187,0.00417183,3.060207e-7,0.0002496635,0.006290378,0.0003883585],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001025552,0.9941671,0.001448952,0.00001014414,0.002532658,0.0005962451,0.00003878917,0.00006639847,0.0001141213],"genre_scores_gemma":[0.001381193,0.9980664,0.0003711221,0.000003775285,0.00006386384,0.00003661639,0.000004355637,0.00006944731,0.000003271728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4943139,"threshold_uncertainty_score":0.999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850267323615544,"score_gpt":0.2643497417806959,"score_spread":0.2358470685445404,"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."}}