{"id":"W4416207319","doi":"10.1302/1358-992x.2025.13.081","title":"USING A VIRTUAL MEETING PLATFORM WITH DIRECT SURGEON INTERACTION IS AN EFFECTIVE TOOL FOR SURGICAL EDUCATION: A REMOTE AUGMENTED PRECEPTORSHIP","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hand and Upper Limb Clinic","funders":"","keywords":"Likert scale; Augmented reality; Virtual reality; Perception; Patient satisfaction; Virtual image","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":[0.0007175198,0.0002438052,0.0003888427,0.0002835915,0.0002434785,0.00008580369,0.00006152588,0.0001500887,0.000110564],"category_scores_gemma":[0.0004543988,0.0001985859,0.0001574274,0.0006576277,0.00006300426,0.0004530596,0.00002898041,0.0002650128,0.000003070636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002627287,"about_ca_system_score_gemma":0.000258672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005020095,"about_ca_topic_score_gemma":0.0000075285,"domain_scores_codex":[0.9984448,0.00001826454,0.0003770177,0.0005054798,0.0003224134,0.000332043],"domain_scores_gemma":[0.9986964,0.0003576784,0.0001811713,0.0001007952,0.0004874252,0.0001765295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01510134,0.0007217936,0.2233507,0.0007295989,0.0004978986,0.00001547959,0.003115952,0.00005279733,0.0007546662,0.002452577,0.0003770468,0.7528301],"study_design_scores_gemma":[0.0843389,0.009616858,0.08574705,0.0243016,0.003462136,0.0008905625,0.02251438,0.3284003,0.03396501,0.001348546,0.4022055,0.003209142],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744135,0.00005465156,0.0006389762,0.0002354063,0.0003573136,0.00132933,0.00000363964,0.0002135024,0.02275375],"genre_scores_gemma":[0.9964913,0.000006155597,0.001483526,0.0004706479,0.000383347,0.00009126642,0.00005119417,0.00003358732,0.0009889858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.749621,"threshold_uncertainty_score":0.8098098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272237439817831,"score_gpt":0.3371074553711056,"score_spread":0.3043850809729273,"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."}}