{"id":"W4413921349","doi":"10.2196/69958","title":"Resilience in the Face of Disruption: Viewpoint on the CrowdStrike Incident in July 2024","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Resilience (materials science); Workflow; Patient safety; Computer security; Triage; Process management; Computer science; Business; Medicine; Medical emergency; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006527489,0.0009879566,0.0004756793,0.001597484,0.02409247,0.008042198,0.002382345,0.01222027,0.008326541],"category_scores_gemma":[0.01320107,0.0003705462,0.0007905376,0.001347504,0.01119058,0.005651408,0.00984928,0.01775387,0.002461179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01203643,"about_ca_system_score_gemma":0.01664996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03351034,"about_ca_topic_score_gemma":0.05868934,"domain_scores_codex":[0.9942181,0.002142597,0.0001937832,0.000417924,0.001052849,0.001974826],"domain_scores_gemma":[0.9888115,0.002951596,0.00111965,0.000425144,0.002662484,0.004029649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000244007,0.0001929441,0.00778764,0.0006924806,0.00004128034,0.01674382,0.09478913,0.001281846,0.0006960453,0.03753493,0.7992825,0.04071344],"study_design_scores_gemma":[0.00003376502,0.0001909224,0.006618455,0.002052346,0.00002286785,0.002758421,0.2716137,0.0007253161,0.0004602263,0.02954474,0.6857939,0.0001853433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03714683,0.006779508,0.001848115,0.8824705,0.017992,0.0001021599,0.000380403,0.0001751161,0.05310537],"genre_scores_gemma":[0.5858319,0.01443669,0.002323159,0.3491698,0.01805308,0.0002763708,0.0005514655,0.000372407,0.02898521],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03351034,"threshold_uncertainty_score":0.08733082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07856311932709087,"score_gpt":0.442185398358912,"score_spread":0.3636222790318211,"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."}}