{"id":"W4249340510","doi":"10.32920/14646609.v1","title":"Does Neighbourhood Design Impact Social Interactions Amongst Neighbours? Studying the Influence of Neighbourhood Built-form & Type on Socialization Among Neighbours in Canadian Cities","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":"Neighbourhood (mathematics); Urbanism; Socialization; Popularity; Economic geography; Sociology; Geography; Demographic economics; Social psychology; Psychology; Economics; Architecture","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006618454,0.000858536,0.001151746,0.001055561,0.0004594402,0.0006066904,0.0009672345,0.0006085295,0.001774993],"category_scores_gemma":[0.0003712223,0.0005887106,0.0006048884,0.001359875,0.0002249807,0.0005188853,0.0002562555,0.001635729,0.00002072171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001893056,"about_ca_system_score_gemma":0.001154887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5622696,"about_ca_topic_score_gemma":0.8299157,"domain_scores_codex":[0.9960454,0.000398221,0.001147712,0.0006730412,0.0006613368,0.001074289],"domain_scores_gemma":[0.997519,0.00040865,0.0004266809,0.000839797,0.0004510198,0.0003548365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00006730509,0.0001403059,0.192842,0.000166161,0.00127035,0.00002128425,0.01302171,0.7888836,0.000442651,0.0005408222,0.0009548846,0.001649018],"study_design_scores_gemma":[0.000464651,0.0001037053,0.9293689,0.0004861224,0.0004561366,0.000002575814,0.002934738,0.06256596,0.0003961703,0.001985206,0.00006340296,0.001172492],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871156,0.0001477624,0.005676892,0.0004115268,0.001075956,0.0009234386,0.0001168401,0.0002281591,0.004303802],"genre_scores_gemma":[0.9981365,0.0002164285,0.0002230599,0.0001275697,0.0004476572,0.0001237071,0.0002222463,0.000144637,0.0003582581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7365268,"threshold_uncertainty_score":0.9996564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767952592495118,"score_gpt":0.2679026257581833,"score_spread":0.2402230998332321,"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."}}