{"id":"W4409956043","doi":"10.1016/j.envsci.2025.104079","title":"Exploring the urban systemic scenarios of improving socioecological conditions in an informal settlement of a developing country with a system dynamics model","year":2025,"lang":"en","type":"article","venue":"Environmental Science & Policy","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Universidad de Lima","keywords":"Settlement (finance); Environmental resource management; Dynamics (music); Business; Environmental planning; Geography; Environmental science; Sociology","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":[0.0007487665,0.0005998284,0.0004428069,0.00071911,0.0007401275,0.001740678,0.001175726,0.00166141,0.003947437],"category_scores_gemma":[0.001427685,0.0003426727,0.0008686855,0.0007728228,0.0008970991,0.001117354,0.001379882,0.000933043,0.000192222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003077054,"about_ca_system_score_gemma":0.002073105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05030852,"about_ca_topic_score_gemma":0.03040096,"domain_scores_codex":[0.9996568,0.0001780886,0.000009748243,0.00005118227,0.0000252559,0.0000789188],"domain_scores_gemma":[0.999329,0.0003626936,0.00008342501,0.00002612839,0.00009537626,0.0001034287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000272484,0.00003960247,0.001769798,0.00001849303,0.00001251233,0.0001226165,0.00009597706,0.9887518,0.0001964152,0.007954752,0.0001468461,0.0008638871],"study_design_scores_gemma":[0.00002010907,0.00003950931,0.0006508942,0.000007222328,0.00001323931,0.00001180685,0.0003102362,0.9960501,0.00006743937,0.002141001,0.0006794871,0.000009094987],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8695107,0.0002095254,0.08442983,0.001001988,0.00004400082,0.0003308256,0.001433118,0.0001474925,0.0428925],"genre_scores_gemma":[0.987351,0.0001435636,0.008769261,0.00003338201,0.000005191026,0.0002496472,0.0002346355,0.00001224613,0.003201132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05030852,"threshold_uncertainty_score":0.1000314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454720369233576,"score_gpt":0.2383858557261776,"score_spread":0.2238386520338418,"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."}}