{"id":"W1964646245","doi":"10.1093/rpd/ncp083","title":"Issues, considerations and recommendations on emergency preparedness for vulnerable population groups","year":2009,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Disaster Response and Management","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada); Defence Research and Development Canada; Health Canada","funders":"","keywords":"Preparedness; Emergency response; Population; Medical emergency; Emergency management; Radiological weapon; Medicine; Political science; Environmental health","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007881995,0.000144908,0.0001621041,0.0003018932,0.001667628,0.00003227339,0.00004344291,0.0001346022,0.0008937849],"category_scores_gemma":[0.0004963526,0.0001484263,0.0000470049,0.0002728406,0.000008274746,0.0003767671,0.00001578302,0.0002481024,0.00005767067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001859347,"about_ca_system_score_gemma":0.00003797259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001041481,"about_ca_topic_score_gemma":0.00004485644,"domain_scores_codex":[0.9982748,0.0004869424,0.0005074959,0.0003300316,0.0001525848,0.000248123],"domain_scores_gemma":[0.9991425,0.0001802065,0.00025578,0.000237567,0.0001001644,0.00008372746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009614914,0.0008324216,0.003194994,0.0004352159,0.0001861094,0.000001252647,0.01494508,0.0005569156,0.002843378,0.3324502,0.3104492,0.3331438],"study_design_scores_gemma":[0.006455284,0.002061183,0.1025159,0.0003648112,0.0002355561,0.000006561575,0.00819819,0.01744804,0.001170794,0.1816915,0.6786063,0.001245864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5201535,0.0009149987,0.3547125,0.06801374,0.008195364,0.02475876,0.0003303229,0.001646323,0.02127443],"genre_scores_gemma":[0.9883513,0.0001187998,0.0009864173,0.001498232,0.0003808237,0.001180421,0.0002504533,0.00002019487,0.007213309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4681979,"threshold_uncertainty_score":0.9996321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05903117547815159,"score_gpt":0.4209130715701205,"score_spread":0.361881896091969,"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."}}