{"id":"W4241116248","doi":"10.32920/ryerson.14649720","title":"Designing for Complexity: A Systemic Approach to Spatial Relationships in High Density Housing","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architecture; Sociology; Transparency (behavior); Functionalism (philosophy of mind); Architectural engineering; Normative; Materiality (auditing); Aesthetics; Economic geography; Computer science; Cognitive science; Political science; Psychology; Geography; Visual arts; Engineering; Law; Art; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003411161,0.0005984021,0.0003475548,0.001719452,0.004711886,0.008186845,0.001097639,0.001104924,0.004158427],"category_scores_gemma":[0.004295736,0.0005516933,0.0005838795,0.001812536,0.03312052,0.00567387,0.005046695,0.001533538,0.0002469363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007189739,"about_ca_system_score_gemma":0.004960077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01284823,"about_ca_topic_score_gemma":0.01755716,"domain_scores_codex":[0.9967979,0.002292003,0.00007465086,0.0003104173,0.0003701837,0.0001550235],"domain_scores_gemma":[0.9976254,0.001383052,0.0001741202,0.0004497423,0.0002171082,0.0001505624],"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":[0.000005433173,0.000008588067,0.0007557608,0.00004154243,0.000005363962,0.00008162396,0.02278596,0.002095458,0.0003200956,0.9659643,0.0005433722,0.007392381],"study_design_scores_gemma":[0.00002148481,0.00004995316,0.00161183,0.0001070377,0.0000257324,0.0002455472,0.02793197,0.01072091,0.0008846273,0.8776274,0.08075489,0.0000186312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0784217,0.001026102,0.7655237,0.008566168,0.0001207954,0.0002400375,0.00008021708,0.0002155949,0.1458057],"genre_scores_gemma":[0.887713,0.0004979534,0.1022675,0.0002058078,0.00004098145,0.0002069134,0.00004311333,0.0000828292,0.008941985],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01284823,"threshold_uncertainty_score":0.05216545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08454936451494524,"score_gpt":0.2303827477981627,"score_spread":0.1458333832832175,"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."}}