{"id":"W4413137576","doi":"10.1016/j.outlook.2025.102531","title":"Accelerated leadership: Novice registered nurses assuming senior roles with limited preparation and experience","year":2025,"lang":"en","type":"article","venue":"Nursing Outlook","topic":"Nursing education and management","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Mentorship; Preparedness; Workforce; Leadership development; Context (archaeology); Nursing; Medical education; Psychology; Health care; Medicine; Public relations; Political 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":[0.002182178,0.0004084547,0.0002978704,0.0005677522,0.002690557,0.003052446,0.0009505542,0.001486976,0.0135942],"category_scores_gemma":[0.005694184,0.0002850341,0.000344298,0.0002917214,0.0008235823,0.001843815,0.003780787,0.001938076,0.003789583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021674,"about_ca_system_score_gemma":0.004913844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001620965,"about_ca_topic_score_gemma":0.00850278,"domain_scores_codex":[0.998349,0.0004564908,0.00007202126,0.0001065123,0.0002848075,0.0007312715],"domain_scores_gemma":[0.9879561,0.0004419565,0.0009450253,0.0002260503,0.0007764967,0.009654419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002182245,0.007572864,0.5273609,0.0007822807,0.00003934197,0.01126034,0.02121714,0.0005509725,0.005529615,0.003608515,0.09489195,0.3250039],"study_design_scores_gemma":[0.0004353723,0.01806637,0.759282,0.0009881831,0.00004448985,0.02250186,0.09713259,0.001253403,0.001531267,0.003836491,0.09471403,0.0002139682],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480448,0.001123217,0.001150937,0.005870941,0.001490207,0.0002342036,0.0001558724,0.0001821903,0.04174754],"genre_scores_gemma":[0.979791,0.0007834272,0.001782631,0.001655404,0.0003758806,0.000128646,0.0002343462,0.00002874786,0.01521987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0135942,"threshold_uncertainty_score":0.04547715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07326422720347732,"score_gpt":0.3642457735297033,"score_spread":0.290981546326226,"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."}}