{"id":"W4386288988","doi":"10.1002/rhc3.12277","title":"A renewed awareness: Reinvigorating preparedness research for crisis and disaster management","year":2023,"lang":"en","type":"article","venue":"Risk Hazards & Crisis in Public Policy","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Crisis management; Emergency management; Business; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006617383,0.0002210525,0.0003101825,0.001719626,0.00143393,0.0009611354,0.0008965208,0.0001501119,0.00003228974],"category_scores_gemma":[0.00144427,0.0002113539,0.0001031799,0.004366674,0.0004265167,0.0008186614,0.0008117736,0.0002276499,0.0000457703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076458,"about_ca_system_score_gemma":0.0004176303,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0126254,"about_ca_topic_score_gemma":0.008591459,"domain_scores_codex":[0.9952881,0.0008740239,0.0004762023,0.0008326354,0.001084164,0.001444845],"domain_scores_gemma":[0.9983458,0.0003939496,0.0001407556,0.0006041316,0.0002293784,0.0002860132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001060355,0.0002361417,0.02688694,0.0003919642,0.0001551577,0.00003273221,0.1183614,0.00007845564,0.000009331491,0.3297389,0.3495321,0.1744708],"study_design_scores_gemma":[0.00144943,0.0001362231,0.01381642,0.0001414816,0.00005866144,6.830262e-7,0.4276071,0.001991991,0.00001306964,0.2121732,0.3419423,0.0006694169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8192256,0.0002687952,0.0009749004,0.04061965,0.0007011546,0.002801263,0.0001052711,0.0005957165,0.1347076],"genre_scores_gemma":[0.9889464,0.001884978,0.0005558527,0.0003471936,0.0005151439,0.000784051,0.00002218638,0.00003927013,0.006904867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3092457,"threshold_uncertainty_score":0.9998661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09066090887822222,"score_gpt":0.4395498711241482,"score_spread":0.348888962245926,"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."}}