{"id":"W7164944567","doi":"10.1080/17153379.2016.12557588","title":"Household Vulnerability and Resilience to Economic Shocks: Findings from Melanesia. Ashgate Economic Geography Series.","year":2016,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Resilience (materials science); Psychological resilience; Human geography; Urban geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006039594,0.0003008229,0.0005215974,0.0003056697,0.0001892162,0.0001326907,0.0003894352,0.0001380945,0.0005521239],"category_scores_gemma":[0.00007414804,0.0002714515,0.0001271517,0.0001115176,0.0002565137,0.0006036861,0.0001567395,0.0001027317,0.002451968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003922532,"about_ca_system_score_gemma":0.0000740598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004134178,"about_ca_topic_score_gemma":0.000122122,"domain_scores_codex":[0.9975,0.0000216482,0.0007226477,0.001118101,0.00005833442,0.000579294],"domain_scores_gemma":[0.9986533,0.0001828593,0.00019198,0.0006024173,0.00001238053,0.0003570529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001822225,0.00004715433,0.9409176,0.0000173673,0.00008909425,0.00001118639,0.0009259621,0.0002406593,0.000295513,0.04883,0.005477228,0.002966077],"study_design_scores_gemma":[0.001575542,0.0002952539,0.8089973,0.0000972897,0.00001536871,0.00002582242,0.004806245,0.0001724463,0.00302742,0.09913639,0.08008312,0.001767831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348473,0.0005879373,0.0009582979,0.002014698,0.0006244485,0.0003615985,0.0007851931,0.00009670177,0.05972381],"genre_scores_gemma":[0.9966679,0.000884916,0.0008400237,0.00005492542,0.0001002251,0.00007538278,0.00001309724,0.00003256028,0.001331024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1319203,"threshold_uncertainty_score":0.9999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01614768451017575,"score_gpt":0.2055908825906097,"score_spread":0.189443198080434,"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."}}