{"id":"W4248355664","doi":"10.21203/rs.3.rs-177881/v1","title":"Learning from Public Health and Hospital Resilience to the SARS-CoV-2 Pandemic: Protocol for a Multiple Case Study (Brazil, Canada, China, France, Japan, and Mali).","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Disaster Response and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Agence Nationale de la Recherche","keywords":"Pandemic; China; Coronavirus disease 2019 (COVID-19); Resilience (materials science); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Protocol (science); 2019-20 coronavirus outbreak; Political science; Economic growth; Geography; Medicine; Virology; Nursing; Alternative medicine; Economics; Infectious disease (medical specialty); Outbreak; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05061116,0.001537284,0.001670855,0.002522773,0.008999159,0.002681813,0.003493709,0.004929263,0.05968273],"category_scores_gemma":[0.05486037,0.001672079,0.002354128,0.00296152,0.003798699,0.002723637,0.00456331,0.006468464,0.01023805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0142827,"about_ca_system_score_gemma":0.05184746,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02636995,"about_ca_topic_score_gemma":0.04388804,"domain_scores_codex":[0.9827053,0.01070575,0.002276192,0.0009970326,0.001582058,0.001733662],"domain_scores_gemma":[0.9630194,0.01059513,0.002344157,0.00492092,0.01499857,0.004121777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.07141335,0.03468695,0.01048206,0.03689633,0.0006696348,0.003780229,0.06924891,0.009785277,0.006041889,0.06761211,0.36283,0.3265531],"study_design_scores_gemma":[0.06122638,0.01630208,0.02377267,0.02202273,0.0007650583,0.0004938202,0.06755678,0.003054658,0.009025841,0.0224418,0.7726189,0.0007192268],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.007134323,0.0001499173,0.003878868,0.00109148,0.0002910066,0.976856,0.006065737,0.00006225787,0.00447038],"genre_scores_gemma":[0.002948504,0.00008434946,0.002857751,0.0001553018,0.00001638828,0.9926682,0.0004719165,0.000003820379,0.0007937539],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9736301,"threshold_uncertainty_score":0.2676606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1964173058538286,"score_gpt":0.5232720889477934,"score_spread":0.3268547830939649,"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."}}