{"id":"W4321638049","doi":"10.1017/9781782044109.001","title":"Preface","year":2014,"lang":"en","type":"other","venue":"","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honour; Psychology; Visual arts; History; Art; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001347732,0.0009033302,0.0007347993,0.002106823,0.002802017,0.005089573,0.001745176,0.001560495,0.5056236],"category_scores_gemma":[0.008286456,0.0004251733,0.0006022479,0.001927231,0.0008751187,0.003996801,0.002768645,0.004151632,0.3496829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00227319,"about_ca_system_score_gemma":0.002285416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003119921,"about_ca_topic_score_gemma":0.003694294,"domain_scores_codex":[0.9989538,0.0001549789,0.00006817354,0.0002349572,0.0004736805,0.000114435],"domain_scores_gemma":[0.9964042,0.0006260108,0.0001480996,0.0003373869,0.001959913,0.0005244833],"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":[0.0000146522,0.00001494287,0.00007563514,0.00009252732,0.000001326528,0.00003413024,0.0002006058,0.00003824932,0.00009183774,0.005787767,0.9630969,0.03055143],"study_design_scores_gemma":[0.000001478992,0.000007163861,0.0001540661,0.00009244739,5.989813e-7,0.00003458894,0.0001104498,0.00001198169,0.00002688171,0.001155945,0.9984019,0.000002576667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001241879,0.00927927,0.004472894,0.02490223,0.08151138,0.000385186,0.007539314,0.001660215,0.8690075],"genre_scores_gemma":[0.004887252,0.004596079,0.002065066,0.006194216,0.01317396,0.0002871383,0.006725541,0.0009846711,0.961086],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4943764,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023846178593429,"score_gpt":0.2935296359444079,"score_spread":0.2832911741584736,"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."}}