{"id":"W2204297539","doi":"","title":"Microinsurance, Poverty & Vulnerability: A Concept Paper","year":2010,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Microinsurance; Poverty; Vulnerability (computing); Poverty trap; Business; Coping (psychology); Development economics; Chronic poverty; Actuarial science; Economic growth; Public economics; Economics; Poverty reduction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007705688,0.0004148335,0.0003297152,0.00150024,0.00135018,0.003510703,0.0004151677,0.001158209,0.007465984],"category_scores_gemma":[0.001453217,0.0001680075,0.0003040765,0.003415235,0.004114694,0.004975726,0.001560961,0.001495623,0.0003890082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001926303,"about_ca_system_score_gemma":0.001513061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001694758,"about_ca_topic_score_gemma":0.001568921,"domain_scores_codex":[0.9997081,0.0001210809,0.00000895932,0.00005052064,0.0000740495,0.00003733954],"domain_scores_gemma":[0.9988388,0.0007223056,0.0001216989,0.00004374352,0.0001153751,0.0001581032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001107316,0.00004697955,0.002056145,0.00009854463,0.00001125949,0.0001529589,0.00179828,0.0005369794,0.0001267799,0.9506746,0.0168114,0.02767489],"study_design_scores_gemma":[0.000008765554,0.00004816859,0.006231925,0.0002749528,0.00001854178,0.000517129,0.003790372,0.001529782,0.0000875701,0.7993176,0.1881602,0.00001493584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1596822,0.2317433,0.06526764,0.1319034,0.005387476,0.0001683595,0.0007102461,0.0001137637,0.4050235],"genre_scores_gemma":[0.8643557,0.0772431,0.009615929,0.002624629,0.004180544,0.0001669754,0.0001535192,0.00004910607,0.04161049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007465984,"threshold_uncertainty_score":0.02497619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02075993764604555,"score_gpt":0.2770882767181613,"score_spread":0.2563283390721157,"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."}}