{"id":"W4406388527","doi":"10.2196/66109","title":"Teaching in the Digital Age—Developing a Support Program for Nursing Education Providers: Design-Based Research","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Education and Validation","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung","keywords":"Nursing; Nurse education; Medical education; Computer science; Medicine","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02246832,0.00008000572,0.000107401,0.0009401414,0.002487604,0.001130894,0.0004869593,0.0001038734,0.00001578943],"category_scores_gemma":[0.003494208,0.00006454421,0.00003957094,0.00196215,0.0005023306,0.0007994275,0.00002744158,0.0007921155,0.00002199296],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001468592,"about_ca_system_score_gemma":0.01130683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006540675,"about_ca_topic_score_gemma":0.0002665371,"domain_scores_codex":[0.9943972,0.003148154,0.0003324428,0.0002289493,0.00105033,0.0008429136],"domain_scores_gemma":[0.9955754,0.003431817,0.00005560259,0.0001900835,0.0006536153,0.00009350077],"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":[0.00004819107,0.0008491152,0.0002666377,0.0001784746,0.000003154056,3.144237e-7,0.2618495,0.000002138749,0.000005732863,0.1035174,0.04411432,0.589165],"study_design_scores_gemma":[0.0004078356,0.0003358428,0.003609168,0.0007364868,0.000001537229,3.336831e-7,0.3726692,0.0008402864,0.00007506437,0.03152353,0.5896764,0.0001243301],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1083167,0.0001102669,0.03295382,0.3761144,0.001063284,0.03737332,0.00001700588,0.0002861916,0.443765],"genre_scores_gemma":[0.9884759,0.000006477211,0.002536367,0.0003746627,0.0001573638,0.006498845,0.00007351611,0.000008330314,0.001868494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8801593,"threshold_uncertainty_score":0.999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4771982269186616,"score_gpt":0.6542442357647583,"score_spread":0.1770460088460967,"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."}}