{"id":"W4407100112","doi":"10.3390/nursrep15020050","title":"Supporting Novice Nurses’ Transition to Independent Practice: Evaluation of the TIPS Program Using the Kirkpatrick Model","year":2025,"lang":"en","type":"article","venue":"Nursing Reports","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; Trillium Health Centre; McMaster University; University of Toronto","funders":"Royal Bank of Canada","keywords":"Medical education; Transition (genetics); Psychology; Computer science; Medicine; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002657482,0.0001239312,0.000180662,0.0001635456,0.0002954763,0.00003156368,0.00007176294,0.0001154937,0.00002124927],"category_scores_gemma":[0.001512306,0.00008891398,0.00009501687,0.00100258,0.00006282517,0.0001316463,0.000009894786,0.0002727833,7.119941e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111875,"about_ca_system_score_gemma":0.002898501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002298416,"about_ca_topic_score_gemma":0.000007208117,"domain_scores_codex":[0.9972045,0.0002402815,0.0008088995,0.0003199943,0.001187315,0.0002390353],"domain_scores_gemma":[0.9961086,0.000210187,0.0006440484,0.0006898298,0.002270227,0.00007709434],"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":[0.0003178124,0.001592819,0.09187926,0.0003998582,0.0001116955,0.00001534121,0.05647876,0.5978642,0.003483721,0.000222185,0.001924515,0.2457099],"study_design_scores_gemma":[0.0007916744,0.0001230988,0.0763393,0.002319284,0.002086577,0.0007003457,0.02060201,0.8893389,0.004914799,0.002223348,0.0003710031,0.0001897061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665265,0.0001742707,0.00591417,0.02017296,0.001619926,0.003599972,0.000001800909,0.00006575786,0.001924603],"genre_scores_gemma":[0.994469,6.472489e-7,0.004048071,0.001102274,0.0001344608,0.0001132823,0.00002010598,0.00001892116,0.00009319877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2914747,"threshold_uncertainty_score":0.5141816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06375616288478674,"score_gpt":0.5068930075732628,"score_spread":0.4431368446884761,"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."}}