{"id":"W4384819945","doi":"10.1080/23288604.2023.2231644","title":"Lessons Learned from Field Experiences on Hospitals’ Resilience to the COVID-19 Pandemic: A Systematic Approach","year":2023,"lang":"en","type":"article","venue":"Health Systems & Reform","topic":"Disaster Response and Management","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Montréal; Cégep Marie-Victorin","funders":"Canadian Institutes of Health Research; Agence Nationale de la Recherche","keywords":"Pandemic; Resilience (materials science); Procurement; Public relations; Health care; Business; Psychological resilience; Political science; Coronavirus disease 2019 (COVID-19); Nursing; Medicine; Psychology; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005608988,0.0002752455,0.0007056628,0.000253254,0.001797138,0.0000679614,0.0008119693,0.0001722518,0.00004760633],"category_scores_gemma":[0.0009382344,0.0001540726,0.00009232077,0.0008194249,0.00004171797,0.0001123812,0.0003418632,0.0004879344,0.002328148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170151,"about_ca_system_score_gemma":0.0007728178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01850812,"about_ca_topic_score_gemma":0.001290486,"domain_scores_codex":[0.9942729,0.001937954,0.001234488,0.0006805083,0.0008134959,0.001060682],"domain_scores_gemma":[0.9959785,0.001483505,0.0005293444,0.001289938,0.00005801178,0.0006606569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000479343,0.0001176858,0.001924955,0.04955039,0.0001088048,0.00003003954,0.6880727,0.0005099438,0.00000949016,0.01976876,0.2361618,0.003266069],"study_design_scores_gemma":[0.0005195975,0.0004503831,0.0005947015,0.004944089,0.00001587592,0.000004383547,0.8061502,0.0008479658,7.429153e-7,0.0002060718,0.1860082,0.0002577217],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6129344,0.002882005,0.0105685,0.2585033,0.009137995,0.03203984,0.0002045046,0.00257513,0.07115441],"genre_scores_gemma":[0.924239,0.0003063455,0.00004084223,0.0359569,0.0004186995,0.01223501,0.00003887515,0.00004322357,0.02672109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3113047,"threshold_uncertainty_score":0.9995024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2759789949211129,"score_gpt":0.4922379479476544,"score_spread":0.2162589530265414,"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."}}