{"id":"W2583020189","doi":"10.1007/s11111-016-0267-6","title":"Natural resource collection and desired family size: a longitudinal test of environment-population theories","year":2017,"lang":"en","type":"article","venue":"Population and Environment","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Firewood; Fertility; Natural resource; Virtuous circle and vicious circle; Economics; Population; Agriculture; Empirical research; Natural experiment; Demographic economics; Geography; Demography; Sociology; Ecology; Statistics; Biology; Mathematics","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":[0.01325523,0.0004922007,0.0006385834,0.0007546782,0.001115199,0.001311786,0.002502054,0.002498602,0.01469281],"category_scores_gemma":[0.03772975,0.0006355449,0.001192502,0.0007048683,0.002005086,0.002632073,0.002126077,0.003014646,0.001947408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005938726,"about_ca_system_score_gemma":0.001513838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01664096,"about_ca_topic_score_gemma":0.01230842,"domain_scores_codex":[0.9969253,0.001694087,0.0001308705,0.0005400967,0.000201346,0.0005083705],"domain_scores_gemma":[0.9100884,0.05530768,0.0157673,0.01047148,0.002240553,0.006124596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00208888,0.001930233,0.9859189,0.00001293111,0.0003093053,0.00021401,0.0009181201,0.001719065,0.0002932099,0.001860006,0.0005695352,0.004165681],"study_design_scores_gemma":[0.0002238653,0.002760007,0.962574,0.00003634616,0.0003358995,0.0004591727,0.002291716,0.02461325,0.0006907206,0.004634587,0.001326561,0.00005374346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977852,0.000108992,0.0006884559,0.0004060424,0.00001821211,0.00001183676,0.0003620746,0.0000128544,0.0006062689],"genre_scores_gemma":[0.99704,0.00004616568,0.0001994757,0.00006300159,0.00001740614,0.00002555185,0.0005941,0.000007381818,0.002006899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01664096,"threshold_uncertainty_score":0.07010126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0596213105421366,"score_gpt":0.2109466215613309,"score_spread":0.1513253110191943,"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."}}