{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00105697,0.0001954383,0.0003377898,0.0002291669,0.0003916431,0.0006645836,0.0002500762,0.0002734653,0.0008296689],"category_scores_gemma":[0.002097055,0.0001788552,0.00009468546,0.0007513027,0.0001917935,0.0004797992,0.0002251384,0.0003707611,0.000002573698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007143297,"about_ca_system_score_gemma":0.003433161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004719697,"about_ca_topic_score_gemma":0.1927694,"domain_scores_codex":[0.9979372,0.0007205218,0.000268387,0.0005024413,0.000191292,0.0003801513],"domain_scores_gemma":[0.9977069,0.000520215,0.0001774837,0.000166437,0.001346,0.00008295976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004268769,0.0002989319,0.001923528,0.0001355032,0.0000808617,0.00001580124,0.2190495,0.000033563,0.00001285116,0.7543926,0.003776135,0.02023803],"study_design_scores_gemma":[0.0004626242,0.00007184679,0.0007213954,0.0002381117,0.00001703516,1.640079e-7,0.5704036,0.0009592409,0.000249109,0.06706743,0.3592227,0.0005867968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06104001,0.0004040058,0.1182042,0.08863305,0.001797255,0.003648997,0.00009483287,0.000257185,0.7259205],"genre_scores_gemma":[0.9815366,0.0005379748,0.009410865,0.0003477985,0.0002410883,0.0005698362,0.0002576869,0.00001782795,0.007080287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9204966,"threshold_uncertainty_score":0.9084293,"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."}}