{"id":"W2553842107","doi":"10.5751/es-01632-100222","title":"Resilience&amp;#8212;Now More than Ever","year":2005,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Storm; Tornado; Natural disaster; Resilience (materials science); Tropical cyclone; Geography; Climatology; Meteorology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004784026,0.00007809749,0.0001036513,0.00001527194,0.0007873189,0.00004478035,0.0002035692,0.0001461018,0.0004731584],"category_scores_gemma":[0.00003820412,0.00006915651,0.00007460726,0.0001351176,0.0008826479,0.0002419022,0.00008370812,0.0001167362,0.0001692453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000390515,"about_ca_system_score_gemma":0.00005426378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005955727,"about_ca_topic_score_gemma":0.003417129,"domain_scores_codex":[0.9991068,0.00008073336,0.0001021007,0.0002228901,0.0001555601,0.0003318704],"domain_scores_gemma":[0.9996534,0.00008317879,0.00003903977,0.0001116533,0.00002512138,0.00008761345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000147051,0.0001891587,0.4360717,0.00002244687,0.0000760589,0.000003542116,0.1443333,0.00006195134,0.0001080676,0.05456526,0.3524099,0.01214393],"study_design_scores_gemma":[0.0001852112,0.00001720478,0.359677,0.000003765276,0.00001305996,5.18053e-7,0.01453404,0.00005003161,0.000005259101,0.001178705,0.6242148,0.0001204195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8936324,0.0001777573,0.00009482043,0.01154118,0.0002751217,0.0001547769,0.000001325502,0.00006850253,0.0940541],"genre_scores_gemma":[0.9058819,0.0005194964,0.001407805,0.002072439,0.0002920657,0.00001015639,0.000001854665,0.000004169784,0.08981016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2718049,"threshold_uncertainty_score":0.6055501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330380799407501,"score_gpt":0.2954761756215604,"score_spread":0.2821723676274854,"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."}}