{"id":"W4416959059","doi":"10.4324/9781003591955","title":"Fundamentals of Community Design for Wellbeing","year":2025,"lang":"en","type":"book","venue":"","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Urban design; Community design; Architecture; Urban planning; Process (computing); Closing (real estate); Placemaking; Design elements and principles; Environmental design and planning","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":[0.001110984,0.0008038016,0.0004064146,0.0008462617,0.002362509,0.005869213,0.001332261,0.002232549,0.04097811],"category_scores_gemma":[0.002002586,0.0004228998,0.0005416152,0.0008696143,0.003278831,0.003701807,0.003872403,0.002728641,0.01153845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002209301,"about_ca_system_score_gemma":0.00222533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002939571,"about_ca_topic_score_gemma":0.004811718,"domain_scores_codex":[0.9987963,0.00040669,0.0000458679,0.0001332706,0.0005063041,0.0001115635],"domain_scores_gemma":[0.9994653,0.0002172451,0.0000203569,0.00007209209,0.0001529067,0.00007214829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009788952,0.00003219717,0.00009924154,0.0003074125,0.000005682239,0.0001217857,0.002925666,0.001254305,0.0004808892,0.6653461,0.180923,0.1484941],"study_design_scores_gemma":[0.00000246089,0.000007863525,0.00006360789,0.000177093,0.000001501879,0.0001176923,0.0003474848,0.0004083248,0.0001016923,0.06070832,0.9380579,0.000006092563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009530139,0.009824106,0.07926183,0.008508815,0.001990628,0.0002756584,0.0001587748,0.0006858988,0.8983412],"genre_scores_gemma":[0.03845359,0.01788489,0.1054345,0.004467836,0.000714626,0.0009170233,0.0003554208,0.0005830572,0.8311891],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04097811,"threshold_uncertainty_score":0.1370854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09327489207917336,"score_gpt":0.3785647155431516,"score_spread":0.2852898234639782,"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."}}