{"id":"W3161595863","doi":"10.7759/cureus.14919","title":"The Big Bang: A Virtual Subarachnoid Hemorrhage Simulation for Preclinical Medical Students","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Medical simulation; Subarachnoid hemorrhage; Simulation training; Virtual reality; Medical education; Medical physics; Instructional simulation; Simulation; Human–computer interaction; Surgery; 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":[0.01069872,0.0007377396,0.0007268016,0.0008308277,0.000556898,0.001250356,0.001495197,0.0009085074,0.007555786],"category_scores_gemma":[0.02978051,0.0005050809,0.002261964,0.0005684743,0.0006528047,0.001332684,0.002915111,0.001242728,0.0009532138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008571191,"about_ca_system_score_gemma":0.003186795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009345271,"about_ca_topic_score_gemma":0.002112598,"domain_scores_codex":[0.995253,0.003668296,0.0003971701,0.0001405156,0.000344582,0.0001965254],"domain_scores_gemma":[0.983997,0.01081546,0.001203659,0.00106861,0.001002808,0.001912532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02292766,0.01835873,0.0502738,0.02101202,0.003925232,0.0006718407,0.008976288,0.0225607,0.005992993,0.006262247,0.0427359,0.7963025],"study_design_scores_gemma":[0.0722677,0.172152,0.2148659,0.02918801,0.0145771,0.001974611,0.01383862,0.07358552,0.03168932,0.03604592,0.3378167,0.001998613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8791109,0.005788913,0.05568247,0.008171458,0.001622067,0.02315717,0.005797327,0.002799899,0.01786991],"genre_scores_gemma":[0.8305274,0.003527133,0.1305851,0.00246627,0.0002052816,0.02687783,0.002817306,0.0002057208,0.002788138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01069872,"threshold_uncertainty_score":0.0565809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07824532903518644,"score_gpt":0.4519835016271432,"score_spread":0.3737381725919567,"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."}}