{"id":"W4415820080","doi":"10.54531/vphn8940","title":"A31 Reimagining Clinical Education: Building a Multimodal Simulation Program to Advance Clinical Readiness in Undergraduate Nursing","year":2025,"lang":"en","type":"article","venue":"Journal of Healthcare Simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Health care; Mirroring; Nurse education; Best practice; Faculty development; Virtual patient; Instructional simulation; Professional development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003074059,0.0002962975,0.0009461171,0.001293696,0.0002082638,0.0000828302,0.000194,0.0003806842,0.00001040585],"category_scores_gemma":[0.00383656,0.0002770225,0.0002992707,0.001811076,0.0001029972,0.0006971761,0.00002858629,0.001462698,0.000006955031],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552582,"about_ca_system_score_gemma":0.005693771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552676,"about_ca_topic_score_gemma":0.00002869585,"domain_scores_codex":[0.9933967,0.0008746438,0.003984929,0.0005765929,0.0006791292,0.0004880156],"domain_scores_gemma":[0.99046,0.003325677,0.001361073,0.0005446958,0.003711087,0.0005974651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008026032,0.0006967073,0.4374336,0.0002120884,0.00002187684,0.000006050926,0.0003303629,0.2684926,0.000004635872,0.000472304,0.00009607158,0.2914311],"study_design_scores_gemma":[0.002545133,0.0008200107,0.6122009,0.004944399,0.00008718875,0.00001972242,0.0008131344,0.3722164,0.00001063792,0.002994552,0.003147048,0.0002009396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8139854,0.0008936395,0.0669556,0.1078188,0.007351839,0.002711807,0.000003829922,0.0001218054,0.0001572418],"genre_scores_gemma":[0.9530095,0.00006017599,0.04187715,0.003051293,0.001720823,0.00003883304,0.00003220312,0.00004656189,0.0001634364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2912302,"threshold_uncertainty_score":0.9999682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07585373728364597,"score_gpt":0.5826761624870531,"score_spread":0.5068224252034071,"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."}}