{"id":"W4320003100","doi":"10.23939/dg2022.02.086","title":"Dual education in nurse training: international practice and implementation prospects in Ukraine","year":2022,"lang":"en","type":"article","venue":"Democratic governance","topic":"Education and Social Development in Ukraine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Nurse education; General partnership; Nursing; Dual (grammatical number); Ukrainian; Health care; Work (physics); Medicine; Medical education; Sociology; Political science; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001097589,0.0000696929,0.00009382438,0.00007211819,0.0002747265,0.0000510579,0.000124454,0.00002535166,0.0005667766],"category_scores_gemma":[0.0007772918,0.00008825536,0.00001265349,0.0004156756,0.00005811036,0.0003883896,0.00003150483,0.0001645622,0.000003711282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007083164,"about_ca_system_score_gemma":0.001560185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002496497,"about_ca_topic_score_gemma":0.007583203,"domain_scores_codex":[0.9986455,0.0002384078,0.0002609129,0.0001966863,0.0004701274,0.0001883158],"domain_scores_gemma":[0.9994868,0.0001576878,0.0001895123,0.00005914698,0.0000587269,0.00004812329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003409278,0.0004714609,0.07971827,0.000008820548,0.00001100665,0.00001235038,0.4176686,0.00002153505,0.0000488156,0.4076967,0.009977449,0.08433086],"study_design_scores_gemma":[0.0008279028,0.00003144572,0.3875826,0.00002098448,0.000004733059,0.000007329017,0.2911163,0.00006801675,0.000005647815,0.008080923,0.3120724,0.0001816658],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8443419,0.0002564333,0.0000109739,0.05758086,0.001596002,0.000649403,0.00001264058,0.00002569179,0.09552608],"genre_scores_gemma":[0.991187,0.000253168,0.001132731,0.00175422,0.0001599741,0.0002223928,0.00003277828,0.000007106539,0.005250599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3996158,"threshold_uncertainty_score":0.6205806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526403056330529,"score_gpt":0.3712316244888988,"score_spread":0.3559675939255935,"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."}}