{"id":"W4235639475","doi":"10.32920/ryerson.14646456","title":"The purpose of public art in the Canadian suburb: an evaluation of Markham's public art program","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Placemaking; Enthusiasm; Public relations; Public art; Project commissioning; Variety (cybernetics); Political science; Urban planning; Sociology; Public administration; Publishing; Urban design; Engineering; Visual arts; Psychology; Civil engineering; Art; Law; Computer science","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":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02976061,0.0002508806,0.0004024901,0.0003997995,0.0006228499,0.00182695,0.002366378,0.0004791438,0.001457839],"category_scores_gemma":[0.00464452,0.0001720266,0.0001951591,0.001654183,0.001064469,0.0008123986,0.0003486688,0.0006920333,0.00002279253],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046842,"about_ca_system_score_gemma":0.01833523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4067921,"about_ca_topic_score_gemma":0.996959,"domain_scores_codex":[0.9897299,0.004935422,0.0007283535,0.000588417,0.003059881,0.00095798],"domain_scores_gemma":[0.9951383,0.0003829059,0.0004781688,0.001435617,0.00218573,0.0003792119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001417376,0.001552102,0.09868003,0.0001081014,0.0003577599,0.00001309919,0.0582914,0.00009822479,0.00001406011,0.3558754,0.07450893,0.4104867],"study_design_scores_gemma":[0.0003783843,0.00008909494,0.05528157,0.00005505923,0.0000802378,0.000002744512,0.05507017,0.002498495,0.00001536113,0.008097297,0.8780407,0.0003908978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2240863,0.00046671,0.00001966949,0.08806117,0.001031104,0.004621651,0.00002493895,0.00008765079,0.6816008],"genre_scores_gemma":[0.995277,0.0001575828,0.0003595595,0.0002832364,0.0001827144,0.0009089375,0.0002599754,0.00002146368,0.002549454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8035318,"threshold_uncertainty_score":0.999455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153589465951745,"score_gpt":0.4042035348727105,"score_spread":0.2506140689209655,"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."}}