{"id":"W4416967243","doi":"10.1097/phh.0000000000002283","title":"Leveraging Medicaid Claims to Map Complex Chronic Conditions for Emergency Preparedness","year":2025,"lang":"en","type":"article","venue":"Journal of Public Health Management and Practice","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CANDU Owners Group","funders":"","keywords":"Medicaid; Preparedness; MEDLINE; Emergency management; Emergency department; Disaster response; Disaster preparedness","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":[0.00955989,0.0001585353,0.0003693154,0.0006641737,0.0009961283,0.00005743014,0.0003186378,0.00005917445,0.0006614287],"category_scores_gemma":[0.000869342,0.0001417895,0.00008169369,0.0004568287,0.00002896651,0.0007176342,0.0003037754,0.0003421968,0.00004032192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005420794,"about_ca_system_score_gemma":0.0008751959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004230858,"about_ca_topic_score_gemma":0.00005127202,"domain_scores_codex":[0.9961154,0.001334756,0.001247211,0.000245627,0.0003866339,0.0006703368],"domain_scores_gemma":[0.9968092,0.001099241,0.0009260798,0.000278406,0.0004464518,0.0004406313],"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":[0.0002713568,0.000199141,0.0001902469,0.002504248,0.0004452917,0.00001185588,0.008020951,0.00001004351,0.00000634931,0.06902489,0.8734668,0.04584877],"study_design_scores_gemma":[0.001568501,0.0003128788,0.003061098,0.0003697355,0.000121658,0.000004653633,0.04056703,0.0001044135,9.784825e-8,0.002614854,0.9511697,0.0001053495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005007565,0.00174552,0.2870218,0.5980166,0.004944867,0.003836564,0.00002549867,0.0000633741,0.09933819],"genre_scores_gemma":[0.5258729,0.01348317,0.03834866,0.2206992,0.003069008,0.001924648,0.0001805078,0.000135567,0.1962863],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5208653,"threshold_uncertainty_score":0.7661514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2492840460163805,"score_gpt":0.5415303704953821,"score_spread":0.2922463244790016,"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."}}