{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003751825,0.000179306,0.0002704253,0.0001103639,0.000320683,0.00003134773,0.0001235905,0.0002063781,0.00053869],"category_scores_gemma":[0.002177972,0.0001974033,0.0001599851,0.0001417845,0.00002129284,0.0001752494,0.00003090312,0.000390321,0.00002535443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009227155,"about_ca_system_score_gemma":0.001740779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006529596,"about_ca_topic_score_gemma":0.00008604474,"domain_scores_codex":[0.9977201,0.00009746797,0.0005148587,0.000480952,0.0007166321,0.0004699556],"domain_scores_gemma":[0.9978602,0.000458657,0.00006773798,0.0003441883,0.0005850513,0.0006841617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004645238,0.002678826,0.008572298,0.0008417307,0.000601223,0.0001460926,0.04188406,0.9186938,0.00211529,0.004514329,0.006281391,0.009025718],"study_design_scores_gemma":[0.003059322,0.0004497105,0.002252636,0.000378585,0.0001502478,0.00004914012,0.004568032,0.9869578,0.000462893,0.001224554,0.000184281,0.0002627376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8967266,0.0006033889,0.08649582,0.01252689,0.002635519,0.0006452175,0.00004642531,0.00006649582,0.0002536078],"genre_scores_gemma":[0.990244,0.00002306043,0.004419583,0.002709827,0.001705749,0.0001341305,0.0006631901,0.00004889969,0.00005156441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09351736,"threshold_uncertainty_score":0.8049871,"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."}}