{"id":"W2209110784","doi":"","title":"Researching Resilience [Book Review]","year":2010,"lang":"en","type":"article","venue":"Aotearoa New Zealand Social Work","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Social work; Sociology; Project commissioning; Publishing; Criminology; Political science; Law; Materials 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001290141,0.0001289079,0.0002027416,0.00006320033,0.001521661,0.0001988672,0.0007245817,0.000125664,0.00226243],"category_scores_gemma":[0.0004179073,0.0001164582,0.0001091031,0.0009410221,0.0004870516,0.0003320433,0.000136172,0.0005410051,0.000555434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002902398,"about_ca_system_score_gemma":0.000227826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001309001,"about_ca_topic_score_gemma":0.0008749756,"domain_scores_codex":[0.9977815,0.0002445253,0.0002194855,0.0003236735,0.0007939613,0.0006369222],"domain_scores_gemma":[0.9992046,0.0001394599,0.00008836391,0.0002380192,0.00005565271,0.0002738393],"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":[0.00001170694,0.00001928386,0.001553048,0.0000168093,0.000006889218,0.000006071981,0.009167321,3.243425e-7,0.00004391706,0.004865707,0.9545026,0.02980634],"study_design_scores_gemma":[0.0001344116,0.00001120652,0.006992989,0.000118306,0.00001261687,2.14439e-7,0.0004302129,6.328762e-7,0.000004830062,0.004928178,0.9872075,0.0001588732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04455737,0.005517832,0.00003140171,0.2561047,0.002182097,0.001284099,0.0000032502,0.0004206204,0.6898986],"genre_scores_gemma":[0.01947436,0.003130865,0.0002106746,0.004257706,0.001783576,0.00001287127,0.000003760808,0.00001737082,0.9711088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2812102,"threshold_uncertainty_score":0.9997782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751096449231188,"score_gpt":0.3261267677756585,"score_spread":0.3086158032833466,"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."}}