{"id":"W1994809149","doi":"10.1017/s1355770x08004993","title":"Commons as insurance: safety nets or poverty traps?","year":2009,"lang":"en","type":"article","venue":"Environment and Development Economics","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Poverty trap; Subsistence agriculture; Poverty; Trap (plumbing); Context (archaeology); Natural resource; Population; Business; Economics; Safety net; Property rights; Natural resource economics; Public economics; Economic growth; Geography; Microeconomics; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008115423,0.000159368,0.0001587333,0.000005459598,0.0003175843,0.00004284974,0.0001398491,0.00007635389,0.000520532],"category_scores_gemma":[0.000002879841,0.00005327088,0.00003057253,0.00003596913,0.00004340676,0.0001437711,0.00005024716,0.0000770742,0.0001480326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005478877,"about_ca_system_score_gemma":0.000009123472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000135988,"about_ca_topic_score_gemma":0.0000918896,"domain_scores_codex":[0.9991729,0.00001545916,0.0002330402,0.0002759525,0.00006711788,0.0002355932],"domain_scores_gemma":[0.9997119,0.00004639175,0.00006867028,0.00003942634,0.000002739534,0.0001308224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001785949,0.0001566953,0.1162402,0.000002103789,0.00002281431,0.000006801401,0.0003919552,0.00009061017,0.004142858,0.0004017036,0.001307156,0.8770585],"study_design_scores_gemma":[0.0001233617,0.0001028514,0.6974749,0.000003890686,0.000001829711,0.000008549448,0.0001115621,0.000007093299,0.0005487431,0.0001229351,0.3013331,0.0001612149],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995499,0.0001741326,0.000003913734,0.001818128,0.00004886017,0.0001493348,0.00001002307,0.00002678032,0.002269811],"genre_scores_gemma":[0.9933723,0.003154307,0.0003788745,0.001204601,0.00005453235,0.000005069063,0.00005217594,5.957493e-7,0.001777561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8768973,"threshold_uncertainty_score":0.569946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092741154594704,"score_gpt":0.176301729911112,"score_spread":0.165374318365165,"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."}}