{"id":"W4417161468","doi":"10.3390/nursrep15120437","title":"Growth and Adaptation of Newly Graduated Nurses Based on Duchscher’s Stages of Transition Theory and Transition Shock Model: A Longitudinal Quantitative Study","year":2025,"lang":"en","type":"article","venue":"Nursing Reports","topic":"Nursing education and management","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Transition (genetics); Multinomial logistic regression; Longitudinal study; Perception; Logistic regression; Regression analysis; Adaptation (eye); Shock (circulatory)","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":[0.00389916,0.000189345,0.0002188267,0.000837307,0.0008395411,0.0009827085,0.0005469882,0.0003571243,0.0008271802],"category_scores_gemma":[0.01044134,0.0002302185,0.0003777456,0.0004518009,0.0006809115,0.0008179655,0.001208379,0.0008823423,0.000186426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001826495,"about_ca_system_score_gemma":0.001697168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01315801,"about_ca_topic_score_gemma":0.01860139,"domain_scores_codex":[0.9988539,0.000509397,0.00006366344,0.0001240828,0.000294427,0.000154422],"domain_scores_gemma":[0.9966819,0.0008644362,0.0007991236,0.0001835459,0.0009315645,0.0005393294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000105043,0.0006349388,0.9261512,0.00003207537,0.00001342124,0.0002255068,0.05386559,0.000150561,0.0004450484,0.0002390928,0.0003758822,0.01776163],"study_design_scores_gemma":[0.000007469926,0.0005034964,0.9684361,0.0000381351,0.000006693911,0.0001370063,0.02872716,0.0007539515,0.0001979628,0.0001280148,0.001047333,0.00001671915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993748,0.00002347644,0.0001547763,0.00003996997,0.000002066069,0.00007358997,0.00005256995,0.000001405032,0.0002774124],"genre_scores_gemma":[0.9987715,0.00004432105,0.0004695965,0.00002047274,0.000001643575,0.0001625525,0.00009236869,0.000001560212,0.0004358769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01315801,"threshold_uncertainty_score":0.02616286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03378879047796559,"score_gpt":0.3347955541630233,"score_spread":0.3010067636850577,"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."}}