{"id":"W3130901384","doi":"10.7759/cureus.13409","title":"Development of Unity Simulator for Epidural Insertion Training for Replacing Current Lumbar Puncture Simulators","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ontario Institute of Technology","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Medicine; Simulation training; Training (meteorology); Simulation; Lumbar; Process (computing); Surgery; Computer science; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002117915,0.0001444545,0.00038313,0.00004519094,0.00008148543,0.00000609347,0.00005760577,0.0001077035,0.0000658811],"category_scores_gemma":[0.0009622113,0.0001217184,0.0001935843,0.0001028882,0.0000265696,0.00007402248,0.00003451407,0.0001105309,0.000002193449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000913048,"about_ca_system_score_gemma":0.0003204821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001925021,"about_ca_topic_score_gemma":0.00003163977,"domain_scores_codex":[0.9989294,0.00002178229,0.0004371005,0.0002605343,0.0001114102,0.0002398029],"domain_scores_gemma":[0.9992619,0.00002877312,0.000119167,0.0002197249,0.000275949,0.00009446485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007172737,0.001599001,0.01405259,0.004594153,0.0009279099,0.00003773756,0.02498001,0.000965483,0.6103899,0.004988906,0.006813964,0.3299331],"study_design_scores_gemma":[0.01617574,0.002188258,0.2753976,0.001930098,0.000911619,0.0001136995,0.007453511,0.04538587,0.5278707,0.002074917,0.1193653,0.001132712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730077,0.00093363,0.0246361,0.0001715777,0.0005834156,0.000501385,0.00002339133,0.00003705857,0.0001057247],"genre_scores_gemma":[0.9835563,0.000009955002,0.01553761,0.0002751467,0.0001806661,0.00005608332,0.000228098,0.00002204391,0.0001341445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3288004,"threshold_uncertainty_score":0.4963531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157437654878826,"score_gpt":0.3969835542594944,"score_spread":0.2395458993806684,"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."}}