{"id":"W4401368947","doi":"10.2196/46220","title":"The Use of a Novel Virtual Reality Training Tool for Peritoneal Dialysis: Qualitative Assessment Among Health Care Professionals","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peritoneal dialysis; Health professionals; Qualitative research; Virtual reality; Medicine; Training (meteorology); Health care; Medical education; Nursing; Computer science; Internal medicine; Artificial intelligence; Sociology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001961304,0.0001589183,0.000352998,0.0001525715,0.0003259174,0.00005456545,0.00011148,0.0001800883,0.0001092425],"category_scores_gemma":[0.002505371,0.0001130538,0.0001576615,0.0004358588,0.0002257359,0.0001817258,0.00002061714,0.0004204497,0.000001735176],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007934094,"about_ca_system_score_gemma":0.02584255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000531385,"about_ca_topic_score_gemma":0.00008212548,"domain_scores_codex":[0.9968931,0.0004435166,0.0009486602,0.0003808819,0.00103436,0.0002994709],"domain_scores_gemma":[0.993846,0.00419923,0.0002745406,0.0003600144,0.0009400708,0.0003801163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002536515,0.001425086,0.007072473,0.003006513,0.0001986319,6.018138e-7,0.7423978,0.00005154878,0.00002646252,0.02023446,0.04413563,0.1811971],"study_design_scores_gemma":[0.001540914,0.000798031,0.1492358,0.004886159,0.0001439155,0.000009505445,0.7909232,0.02809313,0.00003053918,0.0002527036,0.02378686,0.000299232],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8558918,0.0009001718,0.006299377,0.1296257,0.003260213,0.003727423,0.000139419,0.0001125639,0.00004341935],"genre_scores_gemma":[0.9891133,0.0000177746,0.00299104,0.002499279,0.001049325,0.002882807,0.001001924,0.00003171766,0.0004128313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1808979,"threshold_uncertainty_score":0.97968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1845258027721619,"score_gpt":0.5625751260402284,"score_spread":0.3780493232680666,"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."}}