{"id":"W3017009285","doi":"10.1097/nna.0000000000000881","title":"Nursing Work Environment and Patient Outcomes in a Hospital Context","year":2020,"lang":"en","type":"article","venue":"JONA The Journal of Nursing Administration","topic":"Nursing education and management","field":"Nursing","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Context (archaeology); Nursing; Medicine; Quarter (Canadian coin); Patient safety; Quality (philosophy); Health care; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002122076,0.0001401497,0.0002121353,0.00008619164,0.000115607,0.00007874326,0.0001167571,0.00004828533,0.00001675654],"category_scores_gemma":[0.0000955162,0.0001066784,0.00006135971,0.0001371219,0.0001344596,0.0001975961,0.000007149862,0.0002541646,0.000005578549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003032098,"about_ca_system_score_gemma":0.00003624929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002321749,"about_ca_topic_score_gemma":9.948071e-7,"domain_scores_codex":[0.9987003,0.0001549612,0.0005099663,0.000127844,0.000330754,0.0001762328],"domain_scores_gemma":[0.9991976,0.0001076095,0.0004158115,0.0001151678,0.00003557018,0.0001282476],"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":[0.001909374,0.002673247,0.005199178,0.00002163334,0.00005321167,0.00001917725,0.1024675,0.0002096822,0.001090924,0.000494185,0.05269739,0.8331646],"study_design_scores_gemma":[0.007759776,0.02361517,0.6849331,0.006298096,0.001020564,0.0004360079,0.1663297,0.001630991,0.01032546,0.008093229,0.08806236,0.001495462],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7441368,0.0005489614,0.0004465222,0.2515657,0.002697228,0.0002681172,0.00000131319,0.00001311581,0.0003222822],"genre_scores_gemma":[0.9976502,0.00002213968,0.0005797655,0.001564618,0.0001246798,0.00000198513,0.000001718793,0.00001569638,0.00003918294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8316691,"threshold_uncertainty_score":0.435022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504177766368102,"score_gpt":0.2946267920667399,"score_spread":0.2695850144030589,"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."}}