{"id":"W1975905160","doi":"10.12927/hcq.2011.22165","title":"An Integrated Outsourcing Solution at York Central Hospital","year":2011,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York Central Hospital","funders":"","keywords":"Outsourcing; Business; Balance (ability); Quality (philosophy); Process management; Operations management; Health administration; Focus (optics); Nursing; Marketing; Medicine; Public health; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003729627,0.000298677,0.0002690987,0.0002677088,0.0004794595,0.0002152158,0.0003320084,0.0001091566,0.0003776032],"category_scores_gemma":[0.00001223149,0.0002846646,0.0001160769,0.0003665228,0.0000554505,0.0006665231,0.00004584448,0.0002352324,0.0006509845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008704,"about_ca_system_score_gemma":0.00003403887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01686658,"about_ca_topic_score_gemma":0.002951123,"domain_scores_codex":[0.9978247,0.00004906117,0.0004229721,0.0005319518,0.0003214418,0.0008498481],"domain_scores_gemma":[0.9990577,0.00001175292,0.0002280123,0.0004957856,0.0001266617,0.00008006991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006010838,0.001493396,0.5324268,0.001539189,0.0001736848,0.0003119268,0.05229152,0.0001467531,0.0002765835,0.04451301,0.0452624,0.3209637],"study_design_scores_gemma":[0.003714503,0.002667222,0.4837162,0.0006617607,0.0002784182,0.00002378408,0.07764687,0.08277071,0.00008510816,0.003910334,0.3411892,0.003335853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9301171,0.0002853116,0.03152306,0.01314253,0.005346053,0.001605588,0.00002287003,0.002248484,0.015709],"genre_scores_gemma":[0.9953645,0.000001987765,0.0006485623,0.001914737,0.001384377,0.00003355519,0.0001600145,0.00005619415,0.0004360959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3176278,"threshold_uncertainty_score":0.9999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285155530326469,"score_gpt":0.2274841449536983,"score_spread":0.2046325896504337,"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."}}