{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003314369,0.00008625982,0.0002094663,0.00003164268,0.000044652,0.000005980868,0.0000462633,0.00004011617,0.00017717],"category_scores_gemma":[0.00006516652,0.00007065205,0.0000756222,0.00005699642,0.00005148256,0.0000354146,0.000016363,0.0001599103,0.0000605735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000331259,"about_ca_system_score_gemma":0.00001959721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001006422,"about_ca_topic_score_gemma":3.195732e-7,"domain_scores_codex":[0.9993373,0.00001993062,0.0001305177,0.0001693026,0.00007582216,0.0002670866],"domain_scores_gemma":[0.9995568,0.000009317051,0.00002973399,0.00009595527,0.00001744686,0.0002907274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005663111,0.00009390969,0.973689,0.00002390551,0.00003470782,0.0001342769,0.0008614279,0.000003985762,0.009521176,0.00004000343,0.005371271,0.009660028],"study_design_scores_gemma":[0.002797942,0.002879764,0.9868638,0.0002557596,0.0001221178,0.0004954173,0.0004807708,0.001393182,0.001271897,0.00006339083,0.003279036,0.00009694871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424437,0.000041305,0.001890674,0.05308228,0.000164198,0.00009146304,0.00000107288,0.00008770433,0.002197565],"genre_scores_gemma":[0.9856425,0.000002982928,0.00257394,0.01150523,0.0001874642,0.000001720236,0.00000574016,0.00001229525,0.00006816579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04319873,"threshold_uncertainty_score":0.2881107,"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."}}