{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009272936,0.0004311446,0.0008240794,0.0007659433,0.00009687513,0.0001470905,0.0004190893,0.0004988243,0.00004422583],"category_scores_gemma":[0.0004664336,0.0004508066,0.0001144256,0.0006445252,0.0002415205,0.0001681534,0.0002577173,0.001481263,0.000001437072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105676,"about_ca_system_score_gemma":0.0001999549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000543137,"about_ca_topic_score_gemma":0.0005036758,"domain_scores_codex":[0.9964839,0.0006340398,0.0008912561,0.0008352984,0.0006255475,0.0005299976],"domain_scores_gemma":[0.9982883,0.0002541337,0.0007590946,0.0004517841,0.00009620623,0.0001504686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001731709,0.000753272,0.9790202,0.0002166646,0.00005269958,0.000006718763,0.01021968,0.00005195828,0.0003446962,0.0007511411,0.00157659,0.006989047],"study_design_scores_gemma":[0.0007161567,0.0000552758,0.9848984,0.00700924,0.00006207919,2.354619e-7,0.00282372,0.0009438789,0.0002061776,0.002345041,0.0005354381,0.0004043715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723364,0.0004499504,0.00004652243,0.01107184,0.01318851,0.001077956,0.000008999302,0.0001054197,0.001714478],"genre_scores_gemma":[0.9986,0.00003740058,0.0003547886,0.000164914,0.00008655544,0.00007798547,0.0001793299,0.0000698314,0.0004292181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02626365,"threshold_uncertainty_score":0.9997944,"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."}}