{"id":"W3008875173","doi":"10.23889/ijpds.v5i1.1147","title":"Immigrant and ethnic neighbourhood concentration and reduced child developmental vulnerability","year":2020,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Urban, Neighborhood, and Segregation Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; McMaster University; University of Saskatchewan","funders":"Canadian Institutes of Health Research","keywords":"Neighbourhood (mathematics); Socioeconomic status; Demography; Ethnic group; Social vulnerability; Child development; Psychology; Population; Immigration; Developmental psychology; Geography; Psychological intervention; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004134148,0.0001960359,0.0002070116,0.0005972463,0.0009645177,0.0007854323,0.0003881691,0.0002083923,0.003857131],"category_scores_gemma":[0.001592777,0.0001318875,0.0002810822,0.0007035469,0.0005598822,0.0002108555,0.00111787,0.0002518957,0.0001723341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240892,"about_ca_system_score_gemma":0.002205412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2520567,"about_ca_topic_score_gemma":0.3216574,"domain_scores_codex":[0.9997289,0.00003699299,0.00002013865,0.0000617158,0.00007332413,0.00007899527],"domain_scores_gemma":[0.9992408,0.0000800133,0.0003373154,0.0000393446,0.000116873,0.0001857617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002410453,0.00001294893,0.9973286,0.00001904076,0.00001988435,0.00007062883,0.0004876372,0.0000542979,0.00009480015,0.00008849138,0.0001376267,0.001661885],"study_design_scores_gemma":[7.906543e-7,0.00001083832,0.9988301,0.00001866084,0.000007739376,0.00006786607,0.0007621283,0.00003453385,0.00003401191,0.00003222171,0.0001988763,0.000002229019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978796,0.000161209,0.00003703061,0.00005657975,0.00000293818,0.000005484334,0.0003895014,0.000002839402,0.001464707],"genre_scores_gemma":[0.9994338,0.0001133925,0.00006327983,0.000008253493,0.000001338071,0.00000567204,0.0001938748,0.000001115318,0.0001793117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2520567,"threshold_uncertainty_score":0.5011792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205426720577417,"score_gpt":0.3996491136186153,"score_spread":0.2791064415608736,"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."}}