{"id":"W2727399439","doi":"","title":"Best practice in emergency management - overseas universities","year":2005,"lang":"en","type":"article","venue":"National emergency response","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Project commissioning; Publishing; Best practice; Management; Political science; Columbia university; Library science; Engineering; Sociology; Engineering management; Media studies; Computer science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001667789,0.0001070625,0.00008343838,0.0003679606,0.0003405651,0.0000230227,0.0003491172,0.00005823676,0.005646481],"category_scores_gemma":[0.000419987,0.0001202515,0.00006494656,0.0008296982,0.00008728333,0.001059462,0.00008975957,0.00009489214,0.0005542486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004047159,"about_ca_system_score_gemma":0.000206351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002578841,"about_ca_topic_score_gemma":0.0007936007,"domain_scores_codex":[0.9976146,0.0004553887,0.0002755697,0.000254588,0.00109218,0.0003077147],"domain_scores_gemma":[0.9993517,0.0001347813,0.00009726718,0.0001140018,0.0002161483,0.00008603388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001696186,0.001009897,0.002112972,0.00002738078,0.00009330407,0.00006585834,0.022112,0.001354809,0.00007972731,0.8860602,0.07500704,0.0103806],"study_design_scores_gemma":[0.0002868464,0.00002956735,0.01539375,0.00001203615,0.00001820858,4.057229e-7,0.04403296,0.00009532694,0.000002708355,0.001615694,0.9383422,0.0001703479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09860238,0.0003790581,0.00004930056,0.008115068,0.000618793,0.0002591018,0.000007227854,0.00004544772,0.8919236],"genre_scores_gemma":[0.6975966,0.003349895,0.000647621,0.0001609414,0.0002408561,0.000021203,0.000005313334,0.000009499095,0.297968],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8844445,"threshold_uncertainty_score":0.9952625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02004292911961014,"score_gpt":0.3593449166366958,"score_spread":0.3393019875170856,"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."}}