{"id":"W4389630687","doi":"10.2196/52105","title":"Navigating the Pedagogical Landscape: Exploring the Implications of AI and Chatbots in Nursing Education","year":2023,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Psychology; Computer science; Artificial intelligence; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000321453,0.00006604631,0.0001031324,0.00005486437,0.0002379572,0.00002300417,0.00006221126,0.00004027499,0.000008165879],"category_scores_gemma":[0.0001173476,0.00004265444,0.00002700926,0.0005858294,0.0001340809,0.0001003664,0.000008457578,0.0003546093,0.000008027373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007606264,"about_ca_system_score_gemma":0.0001645168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013019,"about_ca_topic_score_gemma":0.00001392504,"domain_scores_codex":[0.9992327,0.00005213595,0.0002692239,0.0001431684,0.0001179819,0.0001847812],"domain_scores_gemma":[0.9993813,0.0002216805,0.00006456077,0.0002002645,0.00008380776,0.00004840998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001608987,0.0001144467,0.04724299,0.00003198025,0.000001921206,2.112688e-7,0.05661068,0.00001913031,0.0008990454,0.002479862,0.0005276179,0.892056],"study_design_scores_gemma":[0.00005227548,0.00008509472,0.8318146,0.003676821,0.00002769953,0.00005784838,0.1420193,0.002247294,0.002733204,0.0168807,0.0003092833,0.00009583158],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9176325,0.0003309045,0.00006343689,0.0803842,0.00036766,0.0004398106,6.057833e-7,0.0000336123,0.00074728],"genre_scores_gemma":[0.9989427,0.00009202809,0.00005752622,0.0003043198,0.0003511627,0.0001837096,0.00001320199,0.00001050591,0.00004482655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8919602,"threshold_uncertainty_score":0.1830198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3676197364754525,"score_gpt":0.5651870253310595,"score_spread":0.1975672888556069,"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."}}