{"id":"W3043652769","doi":"10.1097/sga.0000000000000446","title":"A Balancing Act","year":2020,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Staffing; Quarter (Canadian coin); Job satisfaction; Burnout; Unit (ring theory); Nursing; Patient satisfaction; Medicine; Shift work; Nursing staff; Shared governance; Psychology; Corporate governance; Business; Computer science; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00637409,0.001330053,0.0006166617,0.001554888,0.006946282,0.007619212,0.001914587,0.004561067,0.102704],"category_scores_gemma":[0.01705299,0.000486572,0.0010227,0.001353482,0.007012227,0.007359935,0.007880878,0.004006512,0.03390519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00255057,"about_ca_system_score_gemma":0.004699915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002867663,"about_ca_topic_score_gemma":0.003741449,"domain_scores_codex":[0.9910053,0.004148082,0.0004703848,0.001467197,0.002082067,0.0008269906],"domain_scores_gemma":[0.9946098,0.001430854,0.0005383767,0.001065136,0.001491131,0.0008646318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001619403,0.0002194447,0.00204979,0.0002891782,0.0000636121,0.0006358472,0.009125222,0.00104079,0.0009231974,0.6542166,0.1700715,0.1612028],"study_design_scores_gemma":[0.00002836588,0.00007847817,0.0009089023,0.0003091166,0.00002250797,0.0003739888,0.005346952,0.00168504,0.0003396232,0.2020554,0.7888098,0.00004178324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01061158,0.001381307,0.0589258,0.03438139,0.00375525,0.0005845868,0.0002663209,0.0007273406,0.8893664],"genre_scores_gemma":[0.3116998,0.00202636,0.06005796,0.02388639,0.001240142,0.001514601,0.0008748329,0.0008056033,0.5978943],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.102704,"threshold_uncertainty_score":0.3435793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01619260400090448,"score_gpt":0.2812244973520093,"score_spread":0.2650318933511048,"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."}}