{"id":"W4367043791","doi":"10.1053/j.sart.2023.04.001","title":"Virtual reality for shoulder arthroplasty education","year":2023,"lang":"en","type":"article","venue":"Seminars in Arthroplasty JSES","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Virtual reality; Computer science; Arthroplasty; Offset (computer science); Human–computer interaction; Multimedia; Software; Medicine; Surgery","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":[0.001014933,0.000484095,0.0001971119,0.0004825421,0.0003725846,0.00118831,0.0005800289,0.0008362704,0.04447805],"category_scores_gemma":[0.002662005,0.0001377318,0.0003498539,0.0002327066,0.0002969922,0.0008991914,0.001749057,0.0009393042,0.004831225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000266278,"about_ca_system_score_gemma":0.0007106172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005411385,"about_ca_topic_score_gemma":0.001351302,"domain_scores_codex":[0.9995587,0.0002394944,0.00001756103,0.0000236436,0.0001161794,0.00004446144],"domain_scores_gemma":[0.9988932,0.0006238085,0.00005207763,0.00006750448,0.0001234654,0.0002399607],"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":[0.0001694952,0.0007489664,0.000991162,0.0004567485,0.00002632008,0.0002696318,0.0005961079,0.001873348,0.002773813,0.00706512,0.08414334,0.9008859],"study_design_scores_gemma":[0.000286158,0.003222626,0.02254661,0.003953352,0.0001252614,0.005622751,0.00398602,0.0112939,0.005880343,0.05736676,0.8855453,0.000170884],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1136687,0.09477282,0.1627486,0.05267578,0.01320008,0.0003965433,0.0006917263,0.002744799,0.5591009],"genre_scores_gemma":[0.6965896,0.06390136,0.09377085,0.007218022,0.003601442,0.0005781203,0.0005059478,0.0002918566,0.1335428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04447805,"threshold_uncertainty_score":0.1487939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03499351458552422,"score_gpt":0.354247588051492,"score_spread":0.3192540734659678,"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."}}