{"id":"W4389542944","doi":"10.1109/embc40787.2023.10339975","title":"The ITAG Spinal Simulator (ISS): A New Simulator for Difficult Lumbar Punctures","year":2023,"lang":"en","type":"article","venue":"","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Simulation; Computer science; Driving simulator; Lumbar; Medicine; Surgery","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":[0.0009697931,0.0005955456,0.0003028504,0.00064572,0.0001853977,0.0004114594,0.0007549954,0.0005905267,0.003485676],"category_scores_gemma":[0.003644683,0.0002069824,0.0005635644,0.000252061,0.0003336555,0.0004735867,0.001302644,0.000511322,0.00090212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000238668,"about_ca_system_score_gemma":0.001145994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009123863,"about_ca_topic_score_gemma":0.001487252,"domain_scores_codex":[0.9995291,0.0002063161,0.00004929366,0.00002880499,0.0001469986,0.00003940268],"domain_scores_gemma":[0.9986085,0.0005859553,0.0001009968,0.0001615546,0.0002135024,0.0003296497],"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":[0.002390583,0.005332549,0.079321,0.001776526,0.0002423375,0.002900232,0.003980642,0.110181,0.1616254,0.004638153,0.02306627,0.6045452],"study_design_scores_gemma":[0.001662313,0.02671058,0.1431951,0.001147204,0.0005409466,0.0222996,0.002144026,0.4787226,0.0726538,0.006310772,0.2439455,0.0006676621],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7296308,0.001051901,0.2472107,0.001147728,0.000487956,0.002310994,0.00163776,0.003094827,0.01342737],"genre_scores_gemma":[0.7814685,0.001402506,0.2069035,0.0003443823,0.0001613635,0.001198224,0.002587656,0.0002058288,0.005728015],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003485676,"threshold_uncertainty_score":0.01166075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06093035982964384,"score_gpt":0.4142186101538937,"score_spread":0.3532882503242499,"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."}}