{"id":"W4387218553","doi":"10.1177/09720634231196936","title":"Building Resilient Health Systems: Key Strategies and Need for Greater Conceptual Clarity","year":2023,"lang":"en","type":"article","venue":"Journal of Health Management","topic":"Disaster Response and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"CLARITY; Key (lock); Process management; Conceptual framework; Knowledge management; Business; Computer science; Sociology; Computer security; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00728778,0.0002044477,0.0006637248,0.0005787093,0.0008659517,0.0000843997,0.0002364525,0.00007254722,0.00002224298],"category_scores_gemma":[0.00004615823,0.0001653842,0.00009754702,0.0003054818,0.0000578049,0.0003213763,0.0002583069,0.0003669253,0.0000289891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004529133,"about_ca_system_score_gemma":0.0004750967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001785567,"about_ca_topic_score_gemma":0.00002699026,"domain_scores_codex":[0.9956152,0.001026167,0.001678331,0.0002716815,0.0004938567,0.0009147579],"domain_scores_gemma":[0.9977411,0.000249668,0.001256882,0.0002738999,0.0001575978,0.0003208289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009645425,0.0001394202,0.001583383,0.01281301,0.0004633082,0.00008097527,0.02705268,0.0009516429,0.000008262402,0.4680809,0.4656672,0.02219469],"study_design_scores_gemma":[0.00320376,0.001138918,0.01901598,0.001730408,0.0000454525,0.000006876921,0.2541356,0.0003706232,4.872589e-7,0.002752495,0.7174177,0.0001817439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7078158,0.01002155,0.123205,0.1231953,0.009627921,0.01512904,0.00009721649,0.0004371962,0.01047097],"genre_scores_gemma":[0.9733792,0.003047245,0.005411327,0.009969037,0.0006348084,0.0003474139,0.00001663697,0.00007369671,0.007120626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4653284,"threshold_uncertainty_score":0.674417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1387981599854652,"score_gpt":0.4578142514457188,"score_spread":0.3190160914602537,"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."}}