{"id":"W4411689724","doi":"10.36584/cjic.2024.003.03.165.172","title":"Strategies to attract and retain infection prevention and control nurses in the era of nursing shortage","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Nursing; Infection control; Nursing shortage; Medicine; Control (management); Intensive care medicine; Nurse education; Management; Economics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00124238,0.0001475562,0.0003830444,0.000722335,0.0001218533,0.0001562844,0.00003090095,0.0001354254,0.00004140717],"category_scores_gemma":[0.000426623,0.0001147952,0.0001183752,0.000377382,0.0001082221,0.0004134872,0.000001356715,0.0006653153,0.0000015431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003203565,"about_ca_system_score_gemma":0.001192023,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008605729,"about_ca_topic_score_gemma":0.03411844,"domain_scores_codex":[0.9985189,0.0003060424,0.0005957895,0.0001569427,0.0001819932,0.0002403648],"domain_scores_gemma":[0.9987372,0.0003142499,0.000170318,0.0001117066,0.0003654101,0.0003010874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006837936,0.0001418872,0.6880873,0.0006098248,0.0004452752,0.000348437,0.005971626,0.001357852,0.004645476,0.008658756,0.001484953,0.2875648],"study_design_scores_gemma":[0.002902132,0.002105749,0.9784486,0.002085811,0.0004120583,0.002560969,0.0007952123,0.003371903,0.00007247883,0.001242849,0.005857164,0.0001451057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749082,0.002833935,0.01067464,0.008266527,0.001294376,0.0009789389,0.00001686452,0.00001789299,0.001008672],"genre_scores_gemma":[0.9989564,0.000126866,0.0000247798,0.0004734698,0.0003467291,0.00002027831,0.00000193006,0.00001644592,0.00003314122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2903613,"threshold_uncertainty_score":0.997996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02286472385096328,"score_gpt":0.3442762240740569,"score_spread":0.3214115002230937,"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."}}