{"id":"W4362546179","doi":"10.1097/prs.0000000000010512","title":"Application of a Microsuction Background Device for Microanastomosis in a Rat Femoral Vessel Model","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Anastomosis; Medicine; Microsurgery; Surgery; Femoral artery; Suction; Biomedical engineering","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":[0.000345068,0.0001299173,0.0004095375,0.0004204974,0.00004721469,0.000009584223,0.00003248779,0.00009503239,0.00002208409],"category_scores_gemma":[0.0004460965,0.000130139,0.0001472078,0.0007351221,0.0001036101,0.0001010431,0.00001477498,0.0001058838,0.00001977488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008384117,"about_ca_system_score_gemma":0.000135024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002349677,"about_ca_topic_score_gemma":0.00001566312,"domain_scores_codex":[0.9988655,0.00003057928,0.0004453689,0.0002893259,0.0001299424,0.000239223],"domain_scores_gemma":[0.9967684,0.002718586,0.0001579261,0.0001176143,0.0001597021,0.00007776332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003117151,0.0003017648,0.6753595,0.0008106596,0.0002236345,0.00001694482,0.0006523361,0.01215314,0.05229844,0.00104519,0.0003650535,0.2536561],"study_design_scores_gemma":[0.00502264,0.00007786021,0.1773441,0.0004528509,0.0001676954,0.00008058183,0.001729753,0.7966266,0.01516789,0.001864854,0.001048518,0.000416609],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981667,0.00002941446,0.01722423,0.00006547531,0.0003302661,0.0003774806,0.00003304415,0.00006507226,0.0002080355],"genre_scores_gemma":[0.9974016,0.00001232848,0.002200515,0.00003978277,0.00006010746,0.0001072083,0.0001152962,0.00002108809,0.00004207545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7844735,"threshold_uncertainty_score":0.5306913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06019772700708305,"score_gpt":0.3085216242741038,"score_spread":0.2483238972670208,"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."}}