{"id":"W4396861662","doi":"10.2196/54105","title":"Challenges and Needs in Digital Health Practice and Nursing Education Curricula: Gap Analysis Study","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Curriculum; Nursing research; Nurse education; Nursing; Medical education; Psychology; Medicine; Pedagogy; Computer science; 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":[0.0007754599,0.0001548445,0.0003022435,0.001139728,0.00007897875,0.00009607572,0.00004952769,0.0001272159,0.00007353014],"category_scores_gemma":[0.001077748,0.0001440229,0.00003868092,0.001464639,0.0000935637,0.0004492662,0.00001507357,0.0003911167,0.00000980994],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005242551,"about_ca_system_score_gemma":0.005980005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002728061,"about_ca_topic_score_gemma":0.00003305773,"domain_scores_codex":[0.998103,0.0001484682,0.0005004418,0.0004434063,0.0005876569,0.0002169833],"domain_scores_gemma":[0.9982336,0.0005534623,0.0001090859,0.0002605828,0.0002820515,0.000561208],"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":[0.00003460945,0.004045262,0.1455752,0.0005732571,0.00008778565,0.000002646228,0.07849518,0.000002208143,3.883094e-7,0.00289087,0.00135518,0.7669375],"study_design_scores_gemma":[0.0004598951,0.0003517381,0.7459051,0.001914,0.0002814507,0.0001306774,0.2451575,0.002203688,4.714516e-7,0.0008743981,0.002558811,0.0001622308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8311881,0.04029589,0.00003343338,0.1241462,0.0009694181,0.001247709,0.000001559745,0.00008455975,0.002033104],"genre_scores_gemma":[0.995376,0.001326959,0.0001800022,0.001841218,0.0006166636,0.0003310338,0.0001403241,0.00002133278,0.000166471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7667753,"threshold_uncertainty_score":0.9996552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04340354290637735,"score_gpt":0.4803789396364718,"score_spread":0.4369753967300944,"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."}}