{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007535535,0.0001047502,0.0001510367,0.00002830388,0.0002259142,0.00002266421,0.00003434793,0.00004261987,0.00009474008],"category_scores_gemma":[0.0001370009,0.00006110477,0.00001481136,0.0001825762,0.00005021016,0.0002114919,0.00003680954,0.0001118089,0.0000648353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004379772,"about_ca_system_score_gemma":0.00004200221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002517748,"about_ca_topic_score_gemma":0.000002114901,"domain_scores_codex":[0.9991871,0.00006842828,0.0001992581,0.0001042443,0.0002297923,0.0002111775],"domain_scores_gemma":[0.9991539,0.0004265458,0.00007742966,0.0001367817,0.00007047741,0.0001348754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001206178,0.0004208956,0.7539115,0.0001781622,0.0002242909,0.00001790085,0.01615535,0.01290643,0.0007919581,0.002058385,0.0000928494,0.2120361],"study_design_scores_gemma":[0.002316842,0.0001677213,0.9352315,0.0001380491,0.00007749142,0.00004476605,0.0002265266,0.04464319,0.0008972335,0.00003130493,0.01603016,0.0001951804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760836,0.00001724983,0.0009693436,0.0001878278,0.00002689766,0.0002649603,6.958541e-7,0.0001174775,0.02233196],"genre_scores_gemma":[0.9976826,0.000001802874,0.001661918,0.0002390453,0.0001463776,0.000009948842,0.00002368831,0.00001173003,0.0002229122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2118409,"threshold_uncertainty_score":0.249178,"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."}}