{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00230067,0.0001955824,0.0002115658,0.001643862,0.007968325,0.006176952,0.0008020301,0.0004309494,0.01406034],"category_scores_gemma":[0.004452694,0.0002676795,0.0003307027,0.002867637,0.006069678,0.0015293,0.007249117,0.00131332,0.0004602932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01939544,"about_ca_system_score_gemma":0.01843776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4916387,"about_ca_topic_score_gemma":0.7397094,"domain_scores_codex":[0.9959431,0.001871579,0.00005604589,0.0002835698,0.0006957335,0.001149906],"domain_scores_gemma":[0.9957476,0.0009505408,0.0004658332,0.0001748518,0.0007955172,0.001865648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002780103,0.0005607534,0.4302118,0.0004309034,0.0001236843,0.001586475,0.1641693,0.00159352,0.0008951752,0.1341128,0.03957843,0.2264591],"study_design_scores_gemma":[0.00001942873,0.00009288372,0.4653313,0.0003816524,0.00004924509,0.0003232082,0.3242131,0.0007050909,0.0004540402,0.006580569,0.2017908,0.00005867529],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6456867,0.001896553,0.0008848842,0.01147511,0.0001000117,0.0001080495,0.0004244561,0.0000537304,0.3393705],"genre_scores_gemma":[0.9917705,0.0006529433,0.0002514184,0.0002454718,0.00001561497,0.00001781584,0.00005877726,0.000020779,0.006966665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4916387,"threshold_uncertainty_score":0.9775542,"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."}}