{"id":"W3089913286","doi":"10.1101/2020.09.28.20202986","title":"ASSESSMENT OF PROFESSIONALISM IN NURSING AND FACTORS ASSOCIATED AMONG NURSES WORKING IN ARSI ZONE PUBLIC HOSPITALS, OROMIA, ETHIOPIA, 2018","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Nursing education and management","field":"Nursing","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jimma University","keywords":"Nursing; Certification; Context (archaeology); Medicine; Odds ratio; Cross-sectional study; Family medicine; Professionalization; Guideline; Psychology; Geography; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009835159,0.0001753497,0.0001244884,0.0006244107,0.0005762893,0.0005727417,0.0001973103,0.0001526043,0.001209721],"category_scores_gemma":[0.002077779,0.000144794,0.0001580466,0.0004861476,0.0002859634,0.0002179096,0.0005236067,0.0002552494,0.00008709816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005718681,"about_ca_system_score_gemma":0.0009606603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004073442,"about_ca_topic_score_gemma":0.007145397,"domain_scores_codex":[0.999504,0.0001518282,0.00007510235,0.00004103998,0.0001139429,0.0001141992],"domain_scores_gemma":[0.9984636,0.0003272711,0.0006463703,0.00003043353,0.0002596234,0.0002727535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002625594,0.00006652996,0.994113,0.00004587261,0.000007469383,0.0001515757,0.001692252,0.00002091048,0.0002117587,0.00002640979,0.0001115622,0.003526484],"study_design_scores_gemma":[0.000002692939,0.00009717805,0.9818377,0.00006477227,0.000008159315,0.0004150012,0.01667271,0.0001350857,0.0001421529,0.00003543529,0.0005841196,0.000005031585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994528,0.00008886077,0.00002823207,0.00005491171,0.000004249741,0.000008417193,0.00003057463,3.935126e-7,0.0003314213],"genre_scores_gemma":[0.9995825,0.0001148622,0.00008018231,0.00001483685,0.000002988146,0.00000817539,0.00003255162,2.219427e-7,0.0001637706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004073442,"threshold_uncertainty_score":0.008099437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05877859959109383,"score_gpt":0.3638918572314183,"score_spread":0.3051132576403245,"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."}}