{"id":"W7139923377","doi":"10.5281/zenodo.19138399","title":"Advancements and Challenges in Nursing Education a Comprehensive Review","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; Alberta Health Services","funders":"","keywords":"Health care; Patient care; Nurse education; Nursing care; MEDLINE","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":[0.003627742,0.0005575917,0.001096485,0.004888402,0.0004428645,0.002328862,0.0008692191,0.001627857,0.004004435],"category_scores_gemma":[0.006503256,0.0003059446,0.0007231244,0.005298222,0.0007848981,0.002342291,0.001678123,0.001666679,0.0008711623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034168,"about_ca_system_score_gemma":0.00615101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004193884,"about_ca_topic_score_gemma":0.00617899,"domain_scores_codex":[0.9986635,0.0004159502,0.0002956412,0.0001456351,0.000375808,0.0001034786],"domain_scores_gemma":[0.9929758,0.004886043,0.0005480504,0.00009592078,0.001215178,0.0002789715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000533225,0.00005554242,0.0005681981,0.03752083,0.00008329861,0.00009920789,0.0002939427,0.0002513062,0.0001576,0.005714688,0.01893793,0.9362641],"study_design_scores_gemma":[0.0000169044,0.0001008506,0.004526059,0.1048573,0.0001941154,0.0008342849,0.0008755346,0.0001468829,0.0001616963,0.002893872,0.885354,0.00003844781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001447136,0.9977406,0.00006796229,0.001117337,0.0002251969,0.000003762087,0.00001203568,0.000002769488,0.0006855794],"genre_scores_gemma":[0.001413725,0.997802,0.0001369364,0.0003630973,0.0001558055,0.000007081384,0.00001608812,0.000001443058,0.0001037473],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004888402,"threshold_uncertainty_score":0.0191856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2497785594279087,"score_gpt":0.4418577356734478,"score_spread":0.192079176245539,"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."}}