{"id":"W4381192954","doi":"10.32920/23542080","title":"Analysis of land use/land cover change and urbanization to achieving sustainable development in Lagos, Nigeria","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Urbanization; Urban sprawl; Sustainable development; Land use; Land development; Land cover; Environmental planning; Geography; Livelihood; Land use, land-use change and forestry; Sustainability; Environmental resource management; Agriculture; Economic growth; Environmental science; Economics; Political science; Civil engineering","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":[0.0002767101,0.0001894822,0.0001312973,0.001137423,0.0004411375,0.001048426,0.0001032405,0.0001864091,0.001308444],"category_scores_gemma":[0.0007338795,0.0001052105,0.0002559327,0.001612669,0.0002859988,0.0004954356,0.0004315344,0.0002649758,0.00009069959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001501004,"about_ca_system_score_gemma":0.001277272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04003329,"about_ca_topic_score_gemma":0.0807714,"domain_scores_codex":[0.9998798,0.0000373461,0.000009237445,0.00001556348,0.00002320277,0.00003485903],"domain_scores_gemma":[0.9997428,0.0001105846,0.00004614621,0.000007376741,0.00005978641,0.00003329691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007016035,0.0001300762,0.9297894,0.0001962843,0.00004339255,0.001439407,0.002491301,0.01808609,0.001091922,0.007724575,0.001415835,0.0375215],"study_design_scores_gemma":[0.000005332509,0.0001055061,0.8736663,0.0002642015,0.00007993025,0.0003349619,0.04303813,0.06991441,0.00113397,0.003224009,0.008212513,0.00002077418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945603,0.0003571336,0.000624867,0.0002187395,0.00000982399,0.00002356621,0.0001760926,0.000004951094,0.004024396],"genre_scores_gemma":[0.9979494,0.0004881569,0.0006286782,0.00001242612,0.000003010983,0.00001533236,0.0001338026,0.000001976739,0.0007673721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04003329,"threshold_uncertainty_score":0.07960051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02882566595250784,"score_gpt":0.2317475392469347,"score_spread":0.2029218732944268,"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."}}