{"id":"W3215765666","doi":"10.1007/s00238-021-01907-0","title":"Excision of a median nerve schwannoma using the 3D microscope: a heads-up ergonomic approach to microsurgical tasks in hand surgery","year":2021,"lang":"en","type":"article","venue":"European Journal of Plastic Surgery","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Operating microscope; Microsurgery; Neurosurgery; Plastic surgery; Surgery; Medical physics","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":[],"consensus_categories":[],"category_scores_codex":[0.006624618,0.0002559809,0.001058181,0.0007759508,0.0001157849,0.00006300792,0.0001270512,0.00007403358,0.00008469549],"category_scores_gemma":[0.007632263,0.0001790622,0.0006667628,0.000946381,0.0002784587,0.0001635222,0.00009314284,0.0005246399,0.0000150204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074137,"about_ca_system_score_gemma":0.00108032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001389374,"about_ca_topic_score_gemma":0.000003027462,"domain_scores_codex":[0.995206,0.001675079,0.001883001,0.0003280568,0.0004996646,0.0004082084],"domain_scores_gemma":[0.9886416,0.009589914,0.0006701757,0.0003345343,0.0004237509,0.0003400048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007675168,0.00252402,0.5049378,0.0009682616,0.0006212904,0.01347358,0.005840874,0.003831899,0.3797087,0.00001237592,0.01025589,0.07015011],"study_design_scores_gemma":[0.00304065,0.0004493842,0.9408039,0.006826401,0.0004550709,0.01152528,0.003578966,0.001044512,0.01732116,0.00001011024,0.01423633,0.0007082064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922671,0.001701306,0.002399499,0.0003185808,0.00299928,0.0001377662,0.00001338571,0.000007939846,0.0001550987],"genre_scores_gemma":[0.9970949,0.00008696365,0.001896926,0.0001335008,0.0006263852,0.000001512264,0.0000169783,0.00005413969,0.00008864731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4358661,"threshold_uncertainty_score":0.9137084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04159939422283293,"score_gpt":0.2720943077751096,"score_spread":0.2304949135522766,"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."}}