{"id":"W2049298932","doi":"10.1097/00005110-200605000-00019","title":"The Impact of Nursing Work Environments on Patient Safety Outcomes","year":2006,"lang":"en","type":"article","venue":"JONA The Journal of Nursing Administration","topic":"Nursing education and management","field":"Nursing","cited_by":718,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"U.S. Public Health Service","keywords":"Work (physics); Patient safety; Nursing; Medicine; Medical emergency; Risk analysis (engineering); Engineering; Health care; Political science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006543956,0.0001895274,0.0002270849,0.0001188007,0.0004605524,0.00008764667,0.0002456417,0.00006137377,0.00001607129],"category_scores_gemma":[0.00008562248,0.0001056495,0.0002460747,0.0002061093,0.0002269798,0.0001509709,0.000005355094,0.0002686049,0.000006600033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023661,"about_ca_system_score_gemma":0.00007412625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001484087,"about_ca_topic_score_gemma":0.000002168594,"domain_scores_codex":[0.9978966,0.0003017189,0.0008123944,0.0001120635,0.0006183282,0.0002588803],"domain_scores_gemma":[0.9980497,0.000383086,0.001096556,0.000328614,0.0000729368,0.00006907185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009797808,0.007475614,0.004755677,0.00001251218,0.0002502363,0.000005799955,0.008501003,0.01106968,0.005903973,0.00197603,0.219499,0.7307526],"study_design_scores_gemma":[0.001565001,0.005313622,0.9552562,0.001855494,0.0004700101,0.0001402187,0.004424135,0.000270191,0.01083431,0.008666609,0.01085828,0.000345929],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566783,0.00037599,0.0007282092,0.02759732,0.007760914,0.000437589,0.000006581927,0.00001846527,0.00639659],"genre_scores_gemma":[0.9987723,0.00001790852,0.0001951436,0.00009596755,0.0002585441,0.00000142747,0.000007078741,0.00002199661,0.00062962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9505005,"threshold_uncertainty_score":0.430826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02543679750676871,"score_gpt":0.3453865074858112,"score_spread":0.3199497099790425,"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."}}