{"id":"W2810332281","doi":"10.2495/dne-v13-n2-147-155","title":"A methodology for illegal settlements re-conversion","year":2018,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human settlement; Settlement (finance); Urbanization; Business; Environmental planning; Order (exchange); Residential area; Geography; Political science; Economic growth; Law; Economics","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":[0.007463914,0.0008181351,0.0007627037,0.007071509,0.002779311,0.005727427,0.003181892,0.001598268,0.02136195],"category_scores_gemma":[0.01897495,0.0008474631,0.001867467,0.004514172,0.004188627,0.006633474,0.005803732,0.002057136,0.003339249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890061,"about_ca_system_score_gemma":0.003568053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003693639,"about_ca_topic_score_gemma":0.00545877,"domain_scores_codex":[0.9922259,0.003142385,0.0005817739,0.001799214,0.00186906,0.0003816079],"domain_scores_gemma":[0.9884003,0.004719886,0.0008928826,0.003688946,0.002032554,0.0002654259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004570571,0.0001105407,0.002527793,0.0002852388,0.0000419781,0.000484929,0.006686985,0.003585363,0.001705398,0.6900161,0.007678556,0.2868314],"study_design_scores_gemma":[0.00004060253,0.0001063529,0.003009952,0.0004700578,0.00008505945,0.002150375,0.007749754,0.04274304,0.005190855,0.4163388,0.5220096,0.0001054791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00509348,0.0002496199,0.9643928,0.0005053714,0.0002041181,0.0007215556,0.0003343986,0.0007779141,0.0277207],"genre_scores_gemma":[0.05516266,0.0002338219,0.9204183,0.0001422581,0.00005815056,0.0009091924,0.0006111021,0.0003452004,0.02211925],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02136195,"threshold_uncertainty_score":0.07146281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05042565224651307,"score_gpt":0.3295293834998554,"score_spread":0.2791037312533424,"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."}}