{"id":"W4238590118","doi":"10.32920/ryerson.14657709.v1","title":"Vibrant Segues: Invisibly Vacant Storefronts, Tactical Urbanism and how embracing Failure may Benefit the Urban Planning Profession","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Toronto Metropolitan University","funders":"","keywords":"Urbanism; Popularity; Legislation; Enthusiasm; Corporate governance; Public relations; Political science; Urban planning; Public administration; Variety (cybernetics); Architecture; Environmental planning; Business; Geography; Engineering; Law; Civil engineering; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001063971,0.000400226,0.0004811781,0.0001294741,0.001702344,0.001582565,0.0005806535,0.0007380046,0.0003849652],"category_scores_gemma":[0.0004412331,0.0002922406,0.0001236184,0.0003153704,0.000257367,0.0004637206,0.0008973819,0.001444874,0.000009147303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942327,"about_ca_system_score_gemma":0.0005835766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009728968,"about_ca_topic_score_gemma":0.001346876,"domain_scores_codex":[0.9967523,0.0005624949,0.0003298951,0.0008101661,0.0009349448,0.000610205],"domain_scores_gemma":[0.9983366,0.000352858,0.000315174,0.0004638401,0.0002262304,0.0003053305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008656053,0.0002495326,0.1275848,0.0006528884,0.0005701953,0.0002508376,0.5010848,0.0006035056,0.001140027,0.2056637,0.1571435,0.004969686],"study_design_scores_gemma":[0.001145363,0.0001062638,0.04380965,0.00356561,0.0004306678,0.00003287107,0.5528807,0.004318051,0.0006114085,0.003039783,0.387601,0.002458644],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7572483,0.008749532,0.02556598,0.1340118,0.005426779,0.00333615,0.00009482798,0.001369539,0.064197],"genre_scores_gemma":[0.9788079,0.0001380689,0.001972874,0.001265564,0.0008118314,0.0000421905,0.0001305542,0.00004890732,0.01678213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2304575,"threshold_uncertainty_score":0.999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141007953027892,"score_gpt":0.3033093714046392,"score_spread":0.2718992918743603,"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."}}