{"id":"W2914926698","doi":"10.3390/ijerph16040587","title":"From Science to Policy and Practice: A Critical Assessment of Knowledge Management before, during, and after Environmental Public Health Disasters","year":2019,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Health and Social Services Centre University Institute of Geriatrics of Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Emergency management; Preparedness; Mentorship; Public relations; Erythropoietin-producing hepatocellular (Eph) receptor; Corporate governance; Public health; Political science; Environmental resource management; Business; Environmental planning; Medicine; Medical education; Nursing; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005042786,0.0001100844,0.0001996199,0.0009380603,0.0003546366,0.0004107984,0.0004997034,0.00003152675,0.0001833176],"category_scores_gemma":[0.0003648821,0.00009697566,0.0000301384,0.0002808034,0.001779116,0.001377374,0.0008379979,0.0002391476,0.000009415834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101976,"about_ca_system_score_gemma":0.0006807041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003259645,"about_ca_topic_score_gemma":0.00008924996,"domain_scores_codex":[0.9960228,0.0004930452,0.0004422175,0.0003323604,0.002043014,0.000666534],"domain_scores_gemma":[0.9981299,0.0003274171,0.0001915656,0.0001342893,0.00006004952,0.001156783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004061451,0.004308242,0.3767333,0.0002504332,0.0003353854,0.00008186384,0.07990661,0.000001706688,0.0008951453,0.1175101,0.0003945888,0.4191765],"study_design_scores_gemma":[0.0008409334,0.001007605,0.8664982,0.0001222029,0.000003277558,0.00002518028,0.06862434,0.00002412451,0.000003733042,0.0009003612,0.06183671,0.0001133903],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386181,0.0006353885,0.00008100447,0.05330844,0.0002001219,0.0003726909,0.00005420258,0.000003110049,0.006726919],"genre_scores_gemma":[0.9938064,0.003594637,0.001070922,0.0006632003,0.0002017067,0.000008574012,0.000003379947,0.000008110069,0.0006431076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4897649,"threshold_uncertainty_score":0.6555225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04326159878950047,"score_gpt":0.4621379709238873,"score_spread":0.4188763721343868,"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."}}