{"id":"W2055697021","doi":"10.1081/pad-120024415","title":"Length of Shift, Work Outcomes, and Psychological Well‐Being of Nursing Staff","year":2003,"lang":"en","type":"article","venue":"International Journal of Public Administration","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Work (physics); Nursing; Restructuring; Nursing staff; Shift work; Psychology; Perception; Medicine; Psychiatry; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001701852,0.0001249911,0.0003511199,0.0002567057,0.0001262963,0.00001798525,0.0002476923,0.0002010436,0.0006044247],"category_scores_gemma":[0.00114886,0.00009473434,0.0001031789,0.0001534918,0.0001126778,0.0003271163,0.0000269177,0.0005577427,0.000003675346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167657,"about_ca_system_score_gemma":0.0006136405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007666812,"about_ca_topic_score_gemma":0.00001353296,"domain_scores_codex":[0.9968109,0.000640828,0.001448282,0.0001457872,0.0007218063,0.0002323951],"domain_scores_gemma":[0.9965903,0.0006255305,0.001481394,0.0001209698,0.001000966,0.000180857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004239625,0.00172132,0.6939089,0.00009630765,0.0002145762,0.00003581898,0.002915773,0.000003039995,0.000237185,0.2230387,0.001057073,0.07634738],"study_design_scores_gemma":[0.004573902,0.001844077,0.9114366,0.006150364,0.00007572028,0.0001180935,0.009752673,0.00003690314,0.0007849645,0.05506745,0.009794033,0.0003652953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706797,0.0003381414,0.004755516,0.01282502,0.00206767,0.0001844985,0.00001225933,0.000009070589,0.009128094],"genre_scores_gemma":[0.9963955,0.0001711799,0.002834799,0.0001732725,0.0002256455,0.000004731046,0.00001002678,0.00001068014,0.0001741964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2175277,"threshold_uncertainty_score":0.6618026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1414275995714253,"score_gpt":0.499979225607862,"score_spread":0.3585516260364366,"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."}}