{"id":"W6923702194","doi":"10.14288/1.0379546","title":"The Synergy Tool: Making Important Quality Gains within One Healthcare Organization","year":2019,"lang":"en","type":"article","venue":"Open Collections","topic":"Nursing education and management","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Workload; Health care; Quality (philosophy); Variety (cybernetics); Work (physics); Corporation; Skill mix","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000591172,0.00009608846,0.000133154,0.00004790993,0.003226026,0.001414934,0.0002913561,0.0000470182,0.0004290728],"category_scores_gemma":[0.0002255754,0.00008396564,0.00002861349,0.00130528,0.00002785467,0.0001800764,0.00008911328,0.0001339128,0.00004837796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003870305,"about_ca_system_score_gemma":0.0001548896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004483582,"about_ca_topic_score_gemma":0.007523743,"domain_scores_codex":[0.9987738,0.0001891394,0.0003764466,0.0002550856,0.0001955153,0.0002099827],"domain_scores_gemma":[0.9989703,0.0001023568,0.0002187551,0.0004516299,0.000212537,0.00004443879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001831291,0.0004865121,0.003519997,0.00006911899,0.00009725556,6.429908e-7,0.003275714,0.000278983,0.0006424586,0.04958246,0.9351238,0.006739919],"study_design_scores_gemma":[0.001368012,0.0003561503,0.02544544,0.0003024159,0.00009502538,0.00001662699,0.01046297,0.0009138844,0.001902545,0.01314639,0.9453639,0.0006266415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0701606,0.0004277861,0.002052085,0.201211,0.07949228,0.009911403,0.00007171532,0.001014315,0.6356589],"genre_scores_gemma":[0.5869562,0.00001791819,0.0007295079,0.002314416,0.0001277864,0.00007556076,0.0000373881,0.00004037308,0.4097009],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5167956,"threshold_uncertainty_score":0.9996217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04867225906569009,"score_gpt":0.3610460481866472,"score_spread":0.3123737891209571,"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."}}