{"id":"W3093985867","doi":"10.29173/topo41","title":"DIY Urbanism: Influences & Impacts on Community Planning","year":2017,"lang":"en","type":"article","venue":"Topophilia","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urbanism; New Urbanism; Grassroots; Work (physics); Planner; Ecological urbanism; Urban planning; Environmental planning; Political science; Sociology; Civil engineering; Engineering; Geography; Architecture; Politics; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001392107,0.0001354157,0.0001808069,0.00005718695,0.004868689,0.0005860386,0.001367553,0.0001234517,0.0003541463],"category_scores_gemma":[0.002432525,0.0001267443,0.00006107705,0.00008731525,0.0007561976,0.0008001527,0.0002109173,0.0004309969,0.0005721013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259204,"about_ca_system_score_gemma":0.0001519788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.020015,"about_ca_topic_score_gemma":0.01142499,"domain_scores_codex":[0.9984077,0.0003260924,0.0001497887,0.0001695106,0.0004680426,0.0004788677],"domain_scores_gemma":[0.9982493,0.0002368413,0.00019688,0.001017408,0.00006728159,0.0002323212],"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":[0.0001001571,0.0003740666,0.5248207,0.00003287881,0.00009735359,0.00003379026,0.2226366,0.00006321989,0.0008630535,0.16135,0.08406979,0.005558485],"study_design_scores_gemma":[0.0003445793,0.000102152,0.4843462,0.00009337875,0.00001214227,0.000001464299,0.005289624,0.000004851902,0.0001379374,0.02397877,0.4853712,0.0003176722],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6957499,0.00004216999,0.00000402364,0.004789903,0.0004610321,0.0001102643,0.000005691508,0.000114659,0.2987224],"genre_scores_gemma":[0.9937007,0.00001859371,0.0001484473,0.0007266891,0.0004210251,0.000008433188,0.000004201369,0.00001131918,0.00496052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4013014,"threshold_uncertainty_score":0.9964268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1400433656343431,"score_gpt":0.4305989629745286,"score_spread":0.2905555973401854,"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."}}