{"id":"W4210793310","doi":"10.1002/oby.23352","title":"Built environment influences on healthy eating and active living: The NEWPATH study","year":2022,"lang":"en","type":"article","venue":"Obesity","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Regional Municipality of Waterloo; University of Waterloo; Vancouver Community College; University of British Columbia","funders":"Heart and Stroke Foundation of Canada","keywords":"Active living; Healthy eating; Environmental health; Medicine; Gerontology; Physical activity; Food science; Physical medicine and rehabilitation; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001027748,0.00006581126,0.00009017323,0.00001574107,0.002549293,0.0000402844,0.0002295179,0.00001595398,0.0003680577],"category_scores_gemma":[0.0000481055,0.00004942272,0.00002461455,0.0001067859,0.000147733,0.0001059489,0.0001003266,0.0002019134,0.000004372801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010774,"about_ca_system_score_gemma":0.0000610128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01049484,"about_ca_topic_score_gemma":0.004518139,"domain_scores_codex":[0.9986756,0.0004124043,0.0001066584,0.0002296371,0.0004001538,0.000175534],"domain_scores_gemma":[0.9994708,0.0002379223,0.00007216747,0.0001535491,0.000006199862,0.00005935492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001627135,0.0003932015,0.9556807,0.000001850584,0.000005821067,0.000001772401,0.04100995,0.00001913813,0.0000044806,0.00009920684,0.00002179911,0.002745789],"study_design_scores_gemma":[0.00007050351,0.0002818972,0.9709571,0.000002604458,0.000008550162,4.097434e-8,0.02638737,0.000005614794,0.000003619054,0.0003857768,0.001838829,0.00005811823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964831,0.0000729037,0.00000285657,0.0006703223,0.00008280356,0.000391889,0.000006483267,0.00002499603,0.002264629],"genre_scores_gemma":[0.9993597,0.00001326076,0.000008364535,0.0002844621,0.00006510925,0.00003590096,6.027532e-7,0.000003059087,0.0002295383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01527635,"threshold_uncertainty_score":0.9987493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02895533351691941,"score_gpt":0.3043933323364497,"score_spread":0.2754379988195303,"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."}}