{"id":"W7162122906","doi":"10.82308/11804","title":"Active living environments, physical activity, and population health","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neighbourhood (mathematics); Active living; Chronic disease; Disease; Population; Public health; Physical activity; Obesity","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":[0.0003839084,0.000171501,0.0002118147,0.0006121735,0.0008850271,0.002420458,0.0003421468,0.0004361722,0.003461753],"category_scores_gemma":[0.001027947,0.00009515949,0.0002415119,0.001210092,0.001193468,0.0008246852,0.001498091,0.0006436874,0.000280289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225014,"about_ca_system_score_gemma":0.001586391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04748686,"about_ca_topic_score_gemma":0.07807235,"domain_scores_codex":[0.9996852,0.0000990238,0.00001408381,0.00005225668,0.00006811605,0.00008133236],"domain_scores_gemma":[0.9995204,0.00008744082,0.0001487765,0.00002528335,0.00005801607,0.0001600382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001368891,0.0004375353,0.7957472,0.0009288877,0.0003875952,0.0002339397,0.006944321,0.001616134,0.0006645629,0.04537142,0.008357881,0.1391736],"study_design_scores_gemma":[0.000005711479,0.0001434269,0.9641287,0.0003983428,0.0000797467,0.0001072958,0.005137551,0.0003693775,0.00009908522,0.01001219,0.01949901,0.00001955345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8739436,0.03813164,0.001602192,0.01202707,0.0003487442,0.00007837461,0.00198126,0.00003875971,0.07184837],"genre_scores_gemma":[0.982495,0.01345978,0.0006407661,0.000439012,0.0001216867,0.00002945526,0.0002508099,0.000003131544,0.002560464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04748686,"threshold_uncertainty_score":0.09442091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931115466960966,"score_gpt":0.3436338329384673,"score_spread":0.3243226782688577,"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."}}