{"id":"W2898797213","doi":"10.1109/embc.2018.8512397","title":"The Development of a Benchtop Breast Reconstruction Surgical Simulator","year":2018,"lang":"en","type":"article","venue":"","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast reconstruction; Medical physics; Simulation; Delphi; Mastectomy; Computer science; Surgery; Medicine; Breast cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007064882,0.0006356066,0.0002997378,0.000765464,0.0004327189,0.0006517989,0.00117539,0.0004600183,0.004029531],"category_scores_gemma":[0.01001955,0.000388107,0.0005381171,0.0002467866,0.0004425137,0.0004998092,0.001690895,0.0005747802,0.0009950029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006438893,"about_ca_system_score_gemma":0.003106995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008886742,"about_ca_topic_score_gemma":0.001661815,"domain_scores_codex":[0.9968659,0.00162858,0.000271479,0.0001646954,0.0008522552,0.0002171163],"domain_scores_gemma":[0.9934875,0.002565426,0.0003992285,0.0006389073,0.001982572,0.0009263703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002113674,0.02303682,0.1232377,0.001476265,0.0001307898,0.001608363,0.01181621,0.02430741,0.1702637,0.002291713,0.006690963,0.6330264],"study_design_scores_gemma":[0.001475833,0.1357938,0.4272993,0.001212442,0.0002909719,0.006770786,0.03031373,0.1344797,0.1418732,0.002281779,0.1175463,0.0006623295],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179042,0.0000710932,0.05917582,0.000218895,0.00009656409,0.01517309,0.000490858,0.0004533192,0.006416191],"genre_scores_gemma":[0.6647812,0.0002347766,0.3212546,0.0001588441,0.00004846801,0.007888096,0.001254698,0.00007538799,0.00430397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007064882,"threshold_uncertainty_score":0.03736311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02945200506324123,"score_gpt":0.3045864678067809,"score_spread":0.2751344627435396,"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."}}