{"id":"W3203663829","doi":"10.7759/cureus.18379","title":"Design and Validity Evidence for a Unique Endoscopy Simulator Using a Commercial Video Game","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"University of Manitoba","keywords":"Medicine; Endoscope; Endoscopy; Video game; Computer science; Simulation; Medical physics; Surgery; Multimedia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04060594,0.0007152744,0.0007552609,0.002420635,0.001312163,0.002978776,0.002436413,0.001644301,0.009794132],"category_scores_gemma":[0.2063983,0.0006088408,0.00167751,0.001189677,0.003658869,0.001549854,0.001965508,0.0009863916,0.001193893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00348371,"about_ca_system_score_gemma":0.004470049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00334951,"about_ca_topic_score_gemma":0.003409999,"domain_scores_codex":[0.9601582,0.01844538,0.005328832,0.005065669,0.009976036,0.001025912],"domain_scores_gemma":[0.6956806,0.2213956,0.03584724,0.01487145,0.02799937,0.004205651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.04214144,0.01357726,0.7907202,0.00313919,0.002617147,0.0005059979,0.005704144,0.001433894,0.003625114,0.008789198,0.002264643,0.1254817],"study_design_scores_gemma":[0.01085535,0.0477062,0.8961869,0.002161481,0.002608947,0.0009633712,0.004491422,0.00979971,0.004709716,0.005281727,0.01503955,0.0001956205],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976572,0.0009587739,0.005010745,0.0004400581,0.0002230095,0.004737143,0.0003705116,0.00005336887,0.01163434],"genre_scores_gemma":[0.9844647,0.0003770773,0.009374022,0.0003361352,0.00006229063,0.003716149,0.000364553,0.00003118879,0.001273941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04060594,"threshold_uncertainty_score":0.2147474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3726968143033575,"score_gpt":0.4394630620074602,"score_spread":0.06676624770410267,"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."}}