{"id":"W2134822317","doi":"10.5430/jha.v2n4p126","title":"Estimation of unpredictable hospital demand variations in two Piraeus public hospitals, Greece","year":2013,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford","keywords":"Univariate; Multivariate statistics; Multivariate analysis; Medicine; Public hospital; Autoregressive integrated moving average; Variance (accounting); Demography; Statistics; Time series; Business; Mathematics; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007717381,0.0001345823,0.0003719372,0.0004104548,0.00005748843,0.0001171025,0.0002090315,0.00007322915,0.000139426],"category_scores_gemma":[0.0004590728,0.0001463314,0.0001107719,0.0003502187,0.000043884,0.001532969,0.00003265618,0.000162453,0.00005738261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561351,"about_ca_system_score_gemma":0.0001337097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007750564,"about_ca_topic_score_gemma":0.0001078607,"domain_scores_codex":[0.9979721,0.00003069024,0.001452368,0.0001773934,0.000114635,0.0002528353],"domain_scores_gemma":[0.9980938,0.00005408327,0.001352186,0.0001858781,0.0001779284,0.0001360762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002270666,0.002345594,0.2802023,0.0001945764,0.0001647859,0.00002291789,0.002174767,0.00130343,0.0000185044,0.6985564,0.003289432,0.01170465],"study_design_scores_gemma":[0.002986803,0.008947567,0.7264028,0.0001585911,0.00003425355,0.00002056352,0.0007065242,0.03429174,0.0003735991,0.2231779,0.002278934,0.0006207845],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637301,0.0003995825,0.01762309,0.01414531,0.000757371,0.0004392225,0.00003609674,0.00001136455,0.002857846],"genre_scores_gemma":[0.9966775,0.0001061489,0.002827263,0.0000872593,0.000154205,0.00002442589,0.00001687757,0.0000136056,0.00009278022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4753785,"threshold_uncertainty_score":0.5967222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167737785569969,"score_gpt":0.2672921679481527,"score_spread":0.245614790092453,"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."}}