{"id":"W7128515120","doi":"10.64903/1480-6800-21.2.209","title":"A Review of Trends in Modelling Residential Location Choice in Peri-Urban Settlements and the Potentials for Sustainable Development","year":2018,"lang":"","type":"article","venue":"Arab world geographer","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human settlement; Sustainable development; Land use; Population; Preference; Urban planning; Residential area; Land-use planning; Rural settlement","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004196385,0.0002514432,0.0005711088,0.0005913953,0.0006807515,0.00009586284,0.0003054008,0.00006738778,0.0002842533],"category_scores_gemma":[0.000121129,0.000205819,0.0001336074,0.003307631,0.0008977929,0.0003860278,0.0001677589,0.0001351095,0.000003095548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078463,"about_ca_system_score_gemma":0.0001545973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006072665,"about_ca_topic_score_gemma":0.03968804,"domain_scores_codex":[0.9970411,0.000413186,0.0009400975,0.0004665716,0.0004214385,0.0007175794],"domain_scores_gemma":[0.9986556,0.0002476789,0.0003980741,0.0002156927,0.0004229669,0.000060054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001723607,0.0008785502,0.7189376,0.008302588,0.0009774872,0.000009147441,0.09506182,0.0002949951,0.00001044592,0.02474953,0.1160957,0.03295853],"study_design_scores_gemma":[0.01466099,0.0002818179,0.2182606,0.01736175,0.0009336788,5.750312e-7,0.03220179,0.002922409,0.0001440244,0.006445348,0.7052552,0.001531842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3115957,0.6319563,0.001516762,0.01672573,0.0009900616,0.008147186,0.00001995551,0.00005240739,0.02899588],"genre_scores_gemma":[0.9706085,0.01435097,0.0003202249,0.0005314166,0.0001876243,0.0002868865,0.00001711401,0.00001545947,0.01368177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6590128,"threshold_uncertainty_score":0.9778352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02557900585791118,"score_gpt":0.3189791140517664,"score_spread":0.2934001081938553,"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."}}