{"id":"W2081436046","doi":"10.1177/1553350609357057","title":"Surgical Abdominal Wall (SAW): A Novel Simulator for Training in Ventral Hernia Repair","year":2009,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Western University","funders":"","keywords":"Medicine; Abdominal wall; Surgical simulation; Simulation training; Surgery; Hernia; Hernia repair; Laparoscopy; General surgery; Simulation; Medical physics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005480687,0.0005898972,0.000183861,0.0004005652,0.0003199467,0.0004024411,0.000650124,0.0004530585,0.004714009],"category_scores_gemma":[0.001013629,0.0001581215,0.0003894514,0.0001559944,0.0002518023,0.0003412291,0.001522808,0.0006156488,0.0007563871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479985,"about_ca_system_score_gemma":0.0009534013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007204648,"about_ca_topic_score_gemma":0.003182825,"domain_scores_codex":[0.9998086,0.00007758882,0.000009081625,0.00002162563,0.000054592,0.0000285991],"domain_scores_gemma":[0.9995845,0.0001160264,0.00002150714,0.00002265692,0.00003689458,0.0002183851],"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":[0.001396083,0.008917018,0.03090371,0.0009191489,0.0001067273,0.003299402,0.002550074,0.02475588,0.09299459,0.01452078,0.07578757,0.7438489],"study_design_scores_gemma":[0.00133066,0.04146579,0.05168495,0.0007668058,0.0002962407,0.02131976,0.003181375,0.1508509,0.04667848,0.00797534,0.6740306,0.0004190928],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7356937,0.0018638,0.1972623,0.005349371,0.002152968,0.001811652,0.0008111328,0.002737441,0.05231764],"genre_scores_gemma":[0.5961965,0.002066183,0.3727713,0.001014719,0.0003359551,0.001097288,0.0007230738,0.0001597368,0.02563515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004714009,"threshold_uncertainty_score":0.01576996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07266987756797294,"score_gpt":0.3581179038148475,"score_spread":0.2854480262468746,"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."}}