{"id":"W4210288446","doi":"10.32920/19067711.v1","title":"Inclusive city building: public engagement processes in the GTA","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Strong","keywords":"Immigration; Public engagement; Public policy; Public relations; Public participation; Process (computing); Sociology; Political science; Urban planning; Public administration; Engineering; Civil engineering; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001527866,0.0003572862,0.0003000647,0.0003442916,0.0002257714,0.000350404,0.001284747,0.0001332176,0.001027553],"category_scores_gemma":[0.0002202409,0.0002837796,0.00008353768,0.0006491503,0.00002777409,0.0001098763,0.001917176,0.001601977,0.000003565918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000884106,"about_ca_system_score_gemma":0.0005137483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001126238,"about_ca_topic_score_gemma":0.00004348292,"domain_scores_codex":[0.9979029,0.0002170435,0.0003660172,0.0004325311,0.0005748749,0.0005066883],"domain_scores_gemma":[0.9988455,0.0002990816,0.00006780725,0.0006398941,0.0000888861,0.00005885018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002985777,0.001233889,0.01011392,0.0108443,0.0008427412,0.0007660017,0.02338699,0.7424166,0.0004236107,0.09107412,0.0986935,0.02017451],"study_design_scores_gemma":[0.0009580612,0.0001163967,0.002477735,0.0002394786,0.0001096264,0.00001728531,0.02849023,0.02686383,0.001273087,0.04869645,0.8887274,0.002030377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5842158,0.007125895,0.09495502,0.01140214,0.003846519,0.007586909,0.00008464409,0.003492698,0.2872904],"genre_scores_gemma":[0.9954493,0.0003324868,0.001928654,0.0003446736,0.0001455615,0.00127295,0.0000481802,0.00005454418,0.0004236722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7900339,"threshold_uncertainty_score":0.9999614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03813586497276852,"score_gpt":0.2992994886384009,"score_spread":0.2611636236656324,"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."}}