{"id":"W4295917005","doi":"10.11159/ijepr.2022.003","title":"Impact Of a Low-Income Informal Settlement in a Headwater Area at High-Risk Of Erosion in Brazil","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Pollution and Remediation","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade Federal de Minas Gerais","keywords":"Settlement (finance); Erosion; Low income; Geography; Socioeconomics; Water resource management; Environmental science; Business; Geology; Economics; Geomorphology; Finance","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":[0.0002695172,0.0001616247,0.0002247907,0.0004205501,0.001014118,0.0007750644,0.0003125395,0.0002931344,0.001787962],"category_scores_gemma":[0.00105023,0.0001143352,0.0001915652,0.0004597211,0.0009106472,0.0002714787,0.00112922,0.0003033121,0.0000839765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001103635,"about_ca_system_score_gemma":0.001330485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09159493,"about_ca_topic_score_gemma":0.2711439,"domain_scores_codex":[0.9997627,0.0000731827,0.00001343167,0.00003293542,0.00004506046,0.00007264366],"domain_scores_gemma":[0.9996351,0.00004730568,0.0001214955,0.00001477819,0.00004394773,0.0001373321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001157672,0.0002298431,0.9373435,0.0002270792,0.00008374228,0.006074741,0.01705854,0.000243587,0.002473451,0.002457705,0.001008929,0.03268313],"study_design_scores_gemma":[0.00001333366,0.0001540518,0.9674461,0.0001967666,0.00004484742,0.002011103,0.02435615,0.0004291279,0.0001627172,0.0005539678,0.004617337,0.000014648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971003,0.000277135,0.00006467312,0.0003630043,0.000005065464,0.00001175059,0.00005706305,0.000003574415,0.002117384],"genre_scores_gemma":[0.9994342,0.0001991934,0.00006676358,0.0000304668,0.000002885591,0.000002988443,0.00002214821,0.000001212733,0.0002401962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09159493,"threshold_uncertainty_score":0.1821236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005901875780448222,"score_gpt":0.2127059434162014,"score_spread":0.2068040676357531,"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."}}