{"id":"W2753121780","doi":"10.3390/admsci7030032","title":"The Synergy Tool: Making Important Quality Gains within One Healthcare Organization","year":2017,"lang":"en","type":"article","venue":"Administrative Sciences","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Hamilton Health Sciences","funders":"Hamilton Health Sciences","keywords":"Staffing; Workload; Health care; Quality (philosophy); Variety (cybernetics); Nursing; Quality management; Process management; Patient safety; Analytics; Acute care; Business; Medicine; Computer science; Marketing; Service (business)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04662511,0.001594625,0.001349322,0.0105007,0.002136659,0.006754449,0.002181547,0.001153568,0.02089812],"category_scores_gemma":[0.1435398,0.001028297,0.002038468,0.006815435,0.001156079,0.009885211,0.01133785,0.002181024,0.003203429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003195828,"about_ca_system_score_gemma":0.009724007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716042,"about_ca_topic_score_gemma":0.003537335,"domain_scores_codex":[0.9589766,0.02347298,0.004751642,0.002314996,0.009030112,0.001453563],"domain_scores_gemma":[0.8780302,0.07527205,0.01595603,0.006592411,0.01645912,0.007690082],"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":[0.001676332,0.0008821829,0.06587898,0.002417605,0.0005415213,0.0003201332,0.007122918,0.003191672,0.0007706117,0.007871702,0.1830395,0.7262868],"study_design_scores_gemma":[0.003862749,0.006332455,0.2411111,0.008036584,0.002290166,0.001696779,0.03357609,0.05814357,0.0132734,0.1303362,0.4999241,0.001416847],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3970753,0.003173944,0.2776063,0.04039434,0.002638795,0.01244703,0.03875913,0.03578521,0.19212],"genre_scores_gemma":[0.4195852,0.001050552,0.555952,0.001566012,0.0003817067,0.007976884,0.006789465,0.001322477,0.005375776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04662511,"threshold_uncertainty_score":0.2465801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4141300388340322,"score_gpt":0.5632163255001403,"score_spread":0.1490862866661082,"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."}}