{"id":"W2626802726","doi":"","title":"Comparing four management performance models in the health care system","year":2007,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Performance management; Audit; Process management; Variety (cybernetics); Accountability; Process (computing); sort; Performance appraisal; Human resource management; Quality management; Reliability (semiconductor); Quality (philosophy); Performance indicator; Computer science; Management science; Knowledge management; Business; Management system; Operations management; Engineering; Accounting; Marketing; Management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005114336,0.0002173412,0.000485828,0.000775546,0.0002956538,0.0003645936,0.002059073,0.00005781162,0.000979617],"category_scores_gemma":[0.000009861312,0.0001741622,0.00008265458,0.0008659878,0.00003406085,0.0009027227,0.0003754804,0.0003275076,0.00004154777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003659911,"about_ca_system_score_gemma":0.00007457097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006448756,"about_ca_topic_score_gemma":0.0002960843,"domain_scores_codex":[0.997069,0.0003641737,0.0009902833,0.0003412173,0.0007425938,0.0004927538],"domain_scores_gemma":[0.9985598,0.0001471027,0.0005885028,0.0004607599,0.000142349,0.0001015336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004039326,0.0001786495,0.8827381,0.0005296149,0.0001789125,0.00007278893,0.01316592,0.002307704,0.00006533732,0.00292885,0.0203867,0.07704352],"study_design_scores_gemma":[0.0006817057,0.00001126463,0.9885495,0.0005603148,0.00002486091,0.00001927084,0.006162477,0.001063195,0.00004195307,0.000410226,0.002262452,0.0002127345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.853187,0.008079407,0.002062716,0.0001367748,0.0009915456,0.0009116,0.000002338597,0.00002831578,0.1346004],"genre_scores_gemma":[0.99801,0.000977059,0.0002754151,0.0002899943,0.0001027164,0.00006330469,0.00001088924,0.00002393256,0.0002466945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1448231,"threshold_uncertainty_score":0.9999336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4470867348564876,"score_gpt":0.5808276628865302,"score_spread":0.1337409280300426,"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."}}