{"id":"W3135832427","doi":"10.7759/cureus.13661","title":"Immersive Video Modeling Versus Traditional Video Modeling for Teaching Central Venous Catheter Insertion to Medical Residents","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; University of British Columbia; University of Saskatchewan","funders":"","keywords":"Medicine; Central venous catheter; Video recording; Catheter; Medical physics; Multimedia; Medical emergency; 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":[0.0008421314,0.0002590992,0.0003089262,0.0001423794,0.0001075972,0.0002623881,0.0003240686,0.0002440978,0.003453176],"category_scores_gemma":[0.003288366,0.000116585,0.0002484591,0.0001119085,0.0002471883,0.0002627842,0.0004872059,0.0003396448,0.0001723683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236864,"about_ca_system_score_gemma":0.0004970474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004683321,"about_ca_topic_score_gemma":0.00125032,"domain_scores_codex":[0.9995452,0.0002388185,0.00003736313,0.00005177744,0.00005860285,0.0000682286],"domain_scores_gemma":[0.9987705,0.0006596941,0.0001759668,0.00005926764,0.00003611784,0.0002984252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1090585,0.04548712,0.0205526,0.001565301,0.0004326161,0.0001570805,0.001787001,0.006861687,0.06614909,0.001203657,0.00111838,0.7456269],"study_design_scores_gemma":[0.02837077,0.6809044,0.1839624,0.0008409085,0.001866262,0.0006843798,0.002183494,0.02625799,0.05969155,0.002207752,0.01284495,0.0001851349],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965508,0.0003197937,0.001980293,0.00008729418,0.00003368933,0.0001827533,0.00002008308,0.00002493837,0.0008002906],"genre_scores_gemma":[0.9930962,0.0004277801,0.005472814,0.00006169426,0.00003836102,0.0003728129,0.00003679895,0.00000392689,0.0004895992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003453176,"threshold_uncertainty_score":0.01155198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1188215762925556,"score_gpt":0.3859707682377893,"score_spread":0.2671491919452336,"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."}}