{"id":"W4293248834","doi":"10.1186/s40561-022-00201-1","title":"Implementing a cost effective and configurable hybrid simulation platform in healthcare education, using wearable and web-based technologies","year":2022,"lang":"en","type":"article","venue":"Smart Learning Environments","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Georgian College","funders":"","keywords":"Wearable computer; Computer science; Health care; Web application; Computer architecture; Human–computer interaction; Embedded system; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002493781,0.0009814247,0.0003408361,0.0005939238,0.0003703573,0.001117888,0.001891653,0.001065372,0.006109213],"category_scores_gemma":[0.003718234,0.0005118584,0.0006752303,0.0002796516,0.0003680559,0.001622504,0.001577122,0.0008450014,0.001329005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004991795,"about_ca_system_score_gemma":0.0010656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009715886,"about_ca_topic_score_gemma":0.001038754,"domain_scores_codex":[0.998816,0.0005523199,0.0001009147,0.0001138445,0.0003055184,0.0001113934],"domain_scores_gemma":[0.9981779,0.0008529789,0.0001278567,0.0002668851,0.0003136549,0.0002607596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001496869,0.007617475,0.01386147,0.001958966,0.0002239744,0.00165809,0.002170442,0.1232905,0.1757044,0.009976874,0.008192947,0.6538479],"study_design_scores_gemma":[0.002375078,0.01653211,0.02568845,0.001138439,0.0004873458,0.002732507,0.001678521,0.585776,0.2126214,0.01353189,0.1366713,0.0007669545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2425913,0.0002126166,0.7354023,0.0008323751,0.0002396013,0.003948085,0.0002422262,0.005578683,0.01095287],"genre_scores_gemma":[0.2934044,0.0003074906,0.7007297,0.0001903065,0.0000279277,0.001550571,0.000259303,0.0002072772,0.003322991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006109213,"threshold_uncertainty_score":0.02043736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02115797795965312,"score_gpt":0.3238937642711753,"score_spread":0.3027357863115222,"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."}}