{"id":"W2168261033","doi":"10.1002/lary.23361","title":"Virtual reality myringotomy simulation with real‐time deformation: Development and validity testing","year":2012,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Virtual reality; Myringotomy; Simulation; Computer science; Likert scale; Haptic technology; Artificial intelligence; Surgery; Medicine; Mathematics; Middle ear","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":[0.01375072,0.0005229122,0.0002951912,0.0006237815,0.0002364165,0.0006823656,0.001194021,0.0005038706,0.00158919],"category_scores_gemma":[0.04596793,0.0003672276,0.0006621621,0.0002815239,0.001307191,0.0009571384,0.001326542,0.0004647612,0.0002536575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007770841,"about_ca_system_score_gemma":0.001363891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115276,"about_ca_topic_score_gemma":0.000813028,"domain_scores_codex":[0.993473,0.003716019,0.0005736429,0.0004448366,0.001570873,0.0002216009],"domain_scores_gemma":[0.9627233,0.02552984,0.002781857,0.002734242,0.005596039,0.0006347129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01099936,0.0125956,0.4202924,0.001420004,0.0006659085,0.0004081501,0.005536102,0.1000904,0.05997596,0.004606349,0.001157541,0.3822523],"study_design_scores_gemma":[0.002933946,0.06240604,0.3881447,0.000489477,0.0006207759,0.001354972,0.002652692,0.4175664,0.1119244,0.002471293,0.009048515,0.0003867435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547819,0.00004718487,0.04158691,0.00007973849,0.0000354023,0.001874716,0.0001022338,0.0001339327,0.001357969],"genre_scores_gemma":[0.9307125,0.00006640839,0.06707322,0.00004456396,0.00001879118,0.001491847,0.000236462,0.00002773253,0.0003285171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01375072,"threshold_uncertainty_score":0.0727216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09256750274877194,"score_gpt":0.3172099777516118,"score_spread":0.2246424750028398,"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."}}