{"id":"W4391370871","doi":"10.51644/9781771123723-001","title":"Preface","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00127296,0.001024756,0.0006525058,0.001954312,0.002858336,0.003807309,0.0014315,0.001547082,0.637132],"category_scores_gemma":[0.007572846,0.0003603505,0.000474221,0.001528696,0.0006592312,0.003224936,0.002427111,0.003250675,0.4724413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001709666,"about_ca_system_score_gemma":0.002609791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003877987,"about_ca_topic_score_gemma":0.004813461,"domain_scores_codex":[0.9991927,0.0001167909,0.00006144338,0.0001613771,0.0003545679,0.0001131154],"domain_scores_gemma":[0.9964432,0.0004711411,0.0001225976,0.0002617777,0.001964097,0.0007371134],"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":[0.00001906293,0.00001372495,0.0000935815,0.00006168194,8.023571e-7,0.0000415295,0.00006829626,0.00002362683,0.0000749848,0.001804758,0.9764599,0.02133793],"study_design_scores_gemma":[0.000002573816,0.000009237676,0.0002475866,0.00006361117,5.112948e-7,0.00004076826,0.00009453481,0.0000123837,0.00003185198,0.0006801613,0.9988145,0.000002470802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001406068,0.005776392,0.003373698,0.02119178,0.1109699,0.0006646735,0.01270233,0.001629189,0.8422861],"genre_scores_gemma":[0.005058756,0.003254995,0.001293413,0.006268201,0.01244987,0.0002836644,0.009748031,0.0006417743,0.9610014],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.637132,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0351695178826849,"score_gpt":0.2789868820558165,"score_spread":0.2438173641731315,"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."}}