{"id":"W2591593879","doi":"10.1108/jhom-04-2016-0067","title":"Bridging complexity theory and resilience to develop surge capacity in health systems","year":2017,"lang":"en","type":"article","venue":"Journal of Health Organization and Management","topic":"Disaster Response and Management","field":"Health Professions","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"École Nationale d'Administration Publique","funders":"","keywords":"Bridging (networking); Resilience (materials science); Surge Capacity; Surge; Healthcare system; Computer science; Sociology; Health care; Process management; Environmental resource management; Business; Risk analysis (engineering); Operations management; Engineering; Medicine; Economics; Economic growth; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.007333393,0.0006881019,0.0005342382,0.003385138,0.003723221,0.005586597,0.0011518,0.001458473,0.003746131],"category_scores_gemma":[0.01160917,0.0003116407,0.000892139,0.001588667,0.02901593,0.008809693,0.007549834,0.003062272,0.0002118278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008847079,"about_ca_system_score_gemma":0.008674932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003485654,"about_ca_topic_score_gemma":0.003114644,"domain_scores_codex":[0.9934495,0.004677059,0.000214512,0.0004033843,0.0007462895,0.0005092316],"domain_scores_gemma":[0.9867085,0.009272592,0.001248472,0.0008134776,0.0008684437,0.001088496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000125562,0.00003042953,0.002467923,0.0001726021,0.00002714031,0.0001408023,0.007346057,0.004578906,0.0001342591,0.9721621,0.001544933,0.0113822],"study_design_scores_gemma":[0.00001366059,0.0000511155,0.002499385,0.0003326019,0.00001785518,0.0001272698,0.00848723,0.0101679,0.0001762317,0.9609602,0.01713516,0.00003138925],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1384969,0.007841632,0.5047848,0.1038098,0.0009509771,0.0006763471,0.0001744448,0.0002437654,0.2430215],"genre_scores_gemma":[0.9704891,0.001135971,0.025285,0.0009954205,0.000155134,0.0002313298,0.00003430674,0.00002432853,0.001649383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008847079,"threshold_uncertainty_score":0.06419033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1151285786404918,"score_gpt":0.4075195119724834,"score_spread":0.2923909333319916,"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."}}