{"id":"W7036347685","doi":"","title":"Child Development and the Built Environment: An Investigation of Neighbourhood Physical Disorder & Child-Friendliness","year":2015,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Socioeconomics of Resources and Conservation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neighbourhood (mathematics); Perception; Respondent; Disadvantage; Built environment; Child development; Psychological intervention","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":[0.000200463,0.0002550056,0.0004712999,0.0001430281,0.0002260978,0.00006282789,0.0003426071,0.0001940693,0.002417535],"category_scores_gemma":[0.00001180887,0.0002648152,0.0001052766,0.00014309,0.0001546287,0.000287572,0.00007967383,0.0002378285,0.00006460486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001001892,"about_ca_system_score_gemma":0.0000385536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007171925,"about_ca_topic_score_gemma":0.001301201,"domain_scores_codex":[0.9989029,0.00004071823,0.0003646149,0.0004456907,0.00006666103,0.0001793839],"domain_scores_gemma":[0.9988849,0.00003308711,0.0006552064,0.0002906258,0.00003467428,0.0001015792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001651953,0.000554773,0.1588908,0.0007073814,0.001240849,0.000006118039,0.1036106,0.001360482,0.000008371931,0.3660577,0.0002341103,0.365677],"study_design_scores_gemma":[0.005929684,0.0001014416,0.1166236,0.0001570854,0.0001583317,0.000003479296,0.01398934,0.002136577,0.00006120255,0.01809178,0.8416904,0.001057105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8758906,0.0009376846,0.0001438789,0.0003759854,0.0001260736,0.0003056161,0.00005535865,0.00001878071,0.122146],"genre_scores_gemma":[0.9238853,0.0003117787,0.0005879991,0.0001438999,0.0001924843,0.000009836344,0.001185222,0.00007182468,0.0736116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8414563,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612042480105844,"score_gpt":0.1873023680157512,"score_spread":0.1711819432146928,"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."}}