{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002023647,0.0001445978,0.0001843146,0.0007608979,0.0005392964,0.0004709415,0.000204718,0.0002230305,0.003530603],"category_scores_gemma":[0.001598699,0.0001632269,0.0002016392,0.001997578,0.0002910017,0.0004328941,0.001268146,0.0003929113,0.0003493029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006448784,"about_ca_system_score_gemma":0.0007945892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2444633,"about_ca_topic_score_gemma":0.3567044,"domain_scores_codex":[0.9999442,0.00001502732,0.000003860386,0.000008367216,0.000004942263,0.00002374194],"domain_scores_gemma":[0.9993184,0.0001876429,0.0002206453,0.00004912996,0.0001010352,0.0001232017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001207779,0.00004755081,0.9560638,0.0001199894,0.0001287269,0.0004652748,0.005116972,0.0004034646,0.0003424148,0.0008883398,0.01300857,0.023294],"study_design_scores_gemma":[0.000001585582,0.00000863607,0.9936139,0.00004628305,0.00002510532,0.00005980796,0.003957163,0.00008509947,0.00004780591,0.0001299278,0.002022211,0.000002468527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866124,0.001807144,0.0001534582,0.001714629,0.0000128159,0.00001774406,0.005499371,0.000007641122,0.004174752],"genre_scores_gemma":[0.9941196,0.001764356,0.0001002239,0.00005713344,0.000005707471,0.00003123807,0.001343017,0.00000331609,0.002575448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2444633,"threshold_uncertainty_score":0.4860806,"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."}}