{"id":"W4206359311","doi":"10.2478/aup-2021-0013","title":"A Quality Assessment Directory for Evaluating Multi-functional Public Spaces","year":2021,"lang":"en","type":"article","venue":"Architecture and Urban Planning","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Openness to experience; Public space; Quality (philosophy); Directory; Quality of life (healthcare); Public relations; Sociology; Psychology; Computer science; Social psychology; Engineering; Political science; Architectural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1197775,0.001024966,0.002220118,0.030567,0.002694512,0.004241642,0.002282925,0.001157457,0.00574651],"category_scores_gemma":[0.1749334,0.0009140967,0.0036244,0.0291779,0.002058924,0.005093559,0.004355152,0.001197904,0.00102924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01132065,"about_ca_system_score_gemma":0.03171947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005638592,"about_ca_topic_score_gemma":0.009925527,"domain_scores_codex":[0.8751667,0.05177232,0.03806512,0.00276002,0.03063449,0.001601401],"domain_scores_gemma":[0.6626237,0.1474631,0.03627855,0.0127572,0.1377511,0.003126413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008383795,0.000560023,0.07139977,0.08780626,0.0007661392,0.0003144115,0.01380087,0.002774254,0.004580325,0.03425744,0.03242731,0.7504748],"study_design_scores_gemma":[0.0009313591,0.002919732,0.2741878,0.06265161,0.003481296,0.0005670558,0.04209938,0.009955947,0.01335202,0.02072557,0.56849,0.0006381356],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2844092,0.03966002,0.3269768,0.0112402,0.00162608,0.1199621,0.09042131,0.003337611,0.1223667],"genre_scores_gemma":[0.3674751,0.007932703,0.4952393,0.0006632903,0.0001456768,0.1090031,0.01584774,0.0001926323,0.003500563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1197775,"threshold_uncertainty_score":0.6334516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1755359885524388,"score_gpt":0.4305628441528053,"score_spread":0.2550268556003665,"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."}}