{"id":"W4238098802","doi":"10.32920/ryerson.14660910","title":"A recommendation for integrative public space in Lawrence Heights","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Neighbourhood (mathematics); Redevelopment; Plan (archaeology); Function (biology); Space (punctuation); Variety (cybernetics); Adaptation (eye); Public space; Process (computing); Public relations; Form and function; Sociology; Architectural engineering; Political science; Computer science; Geography; Engineering; Psychology; Civil engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00218022,0.0006294685,0.0005040031,0.001541466,0.003196287,0.004992153,0.002041751,0.00761599,0.4700754],"category_scores_gemma":[0.007415252,0.0004714747,0.0007386619,0.003342246,0.001499353,0.005916973,0.003243168,0.002760074,0.2115851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004749778,"about_ca_system_score_gemma":0.01030782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09770498,"about_ca_topic_score_gemma":0.3180826,"domain_scores_codex":[0.9981362,0.0003174757,0.0001227323,0.0001805737,0.0009457559,0.0002973613],"domain_scores_gemma":[0.9867108,0.001185239,0.000385478,0.001371677,0.004261669,0.00608514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001992423,0.00005654026,0.0004101859,0.0002355858,0.000002851232,0.000142917,0.0002400354,0.00003611041,0.0003238029,0.001161746,0.9705505,0.02681965],"study_design_scores_gemma":[0.00001765487,0.00002026111,0.0013284,0.0001092298,0.000003367571,0.00002858589,0.0004100822,0.00002709016,0.00006779148,0.0002159854,0.997759,0.00001258708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005233439,0.005914526,0.008253697,0.1398773,0.0379288,0.002875961,0.01229165,0.01464503,0.7729796],"genre_scores_gemma":[0.008035221,0.002685932,0.01269243,0.01747315,0.004211066,0.0008354806,0.005886898,0.001531472,0.9466484],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4700754,"threshold_uncertainty_score":0.7558731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08078953009050853,"score_gpt":0.3865481295464175,"score_spread":0.305758599455909,"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."}}