{"id":"W7154343223","doi":"10.29074/ascls.2025003320","title":"Screen-Based Virtual Simulation in Medical Laboratory Science Education: Findings from a National Program","year":2025,"lang":"en","type":"article","venue":"American Society for Clinical Laboratory Science","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College; Northern Alberta Institute of Technology","funders":"","keywords":"Debriefing; Usability; Qualitative property; Health care; Virtual learning environment; Instructional simulation; Simulated patient; Patient safety","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.006645974,0.0002380391,0.0004880174,0.0004430539,0.0006662759,0.0001336041,0.0007334168,0.000206106,0.00009555678],"category_scores_gemma":[0.01133078,0.0002416359,0.0002412025,0.01150701,0.008359319,0.0005478633,0.00008777044,0.0006153562,0.00001808026],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001398266,"about_ca_system_score_gemma":0.1054295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002022236,"about_ca_topic_score_gemma":0.00002116557,"domain_scores_codex":[0.9945064,0.0001274879,0.001164086,0.001223852,0.002360051,0.0006180864],"domain_scores_gemma":[0.9869852,0.004682499,0.0003798727,0.0006430915,0.006536895,0.0007724083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001858729,0.001606119,0.9661312,0.00006531957,0.00002678014,8.446835e-7,0.0003746365,0.001151781,0.0003064719,0.004519762,0.0042423,0.02138888],"study_design_scores_gemma":[0.0020095,0.0006163438,0.8231482,0.0003710203,0.00004367695,2.150214e-7,0.003033868,0.1553504,0.0002880931,0.0002733492,0.01454525,0.0003200842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847047,0.0001580156,0.001550019,0.01002432,0.001323206,0.001569807,0.0002031629,0.0001979371,0.0002688707],"genre_scores_gemma":[0.9463255,0.00001519064,0.02366462,0.0291682,0.0003741143,0.0002828127,0.0001072048,0.00001945307,0.00004285238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1541986,"threshold_uncertainty_score":0.9969972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05136563887018666,"score_gpt":0.5086401279204528,"score_spread":0.4572744890502661,"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."}}