{"id":"W4399878266","doi":"10.1016/j.ecns.2024.101559","title":"Multi-Modal Simulation to Prepare Final Year Nursing Students for Transition to Clinical Practice: A Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"Clinical Simulation in Nursing","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Modal; Nursing; Transition (genetics); Psychology; Medicine; Materials science","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":[0.01282706,0.001138287,0.001790722,0.00115693,0.002513972,0.002973347,0.001711571,0.00189816,0.003514915],"category_scores_gemma":[0.02150764,0.00123864,0.001361479,0.0006376316,0.0009069844,0.001852062,0.00261755,0.002297135,0.0006688776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002482542,"about_ca_system_score_gemma":0.00673763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001829693,"about_ca_topic_score_gemma":0.003905447,"domain_scores_codex":[0.9943399,0.003127031,0.0006046781,0.0005922261,0.0007497028,0.0005865547],"domain_scores_gemma":[0.9846885,0.00945103,0.001285752,0.0009649518,0.001695611,0.001914114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"qualitative","study_design_scores_codex":[0.03752059,0.4580334,0.07600217,0.004025741,0.001910649,0.0004167814,0.09654453,0.005676761,0.006199008,0.00238247,0.001943538,0.3093444],"study_design_scores_gemma":[0.02818472,0.5380738,0.1908363,0.005150661,0.003171557,0.0008587727,0.1697832,0.02713503,0.01206792,0.005078193,0.01863399,0.001025887],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963331,0.0001411286,0.001130301,0.00008152028,0.00003566629,0.001575998,0.00006164963,0.00001337121,0.0006271858],"genre_scores_gemma":[0.9774989,0.0005478481,0.01120472,0.0003527804,0.00003859574,0.008688521,0.0001692809,0.0000149938,0.001484383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01282706,"threshold_uncertainty_score":0.06783682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2599413061863599,"score_gpt":0.6869041542545669,"score_spread":0.426962848068207,"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."}}