{"id":"W4400720819","doi":"10.1088/2515-7620/ad64b2","title":"Associations of weather and air pollution with objective physical activity and sedentary time before and after bariatric surgery: a secondary analysis of a prospective cohort study","year":2024,"lang":"en","type":"article","venue":"Environmental Research Communications","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire en santé mentale de Montréal; Institut du Savoir Montfort; Université du Québec en Outaouais; Université du Québec à Montréal; Cégep de l'Outaouais","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Prospective cohort study; Physical activity; Medicine; Environmental health; Cohort; Cohort study; Air pollution; Environmental science; Gerontology; Physical therapy; Surgery; Internal medicine; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008616813,0.0001010275,0.0002773387,0.0002508675,0.0002478565,0.00002192285,0.0001038165,0.00003837261,0.0002255843],"category_scores_gemma":[0.00003645776,0.00008562417,0.00004085605,0.0007428727,0.0007812114,0.0002760908,0.0006057126,0.0002829715,0.000007724091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003743492,"about_ca_system_score_gemma":0.00002782314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00157351,"about_ca_topic_score_gemma":0.003185911,"domain_scores_codex":[0.9986021,0.0003517332,0.0001411832,0.0002778659,0.0004337176,0.0001934285],"domain_scores_gemma":[0.9988331,0.000573567,0.00006253384,0.0004127652,0.000007691968,0.0001103266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004538217,0.0007027442,0.9864693,0.0000133154,0.0003388384,0.000001601302,0.007763565,0.000004993157,0.0009185533,0.000008853949,0.00002769873,0.003705187],"study_design_scores_gemma":[0.0001500677,0.0002928173,0.9957696,0.00001888745,0.0003308612,0.00000182234,0.001387565,0.001741634,0.0000644877,0.0001621722,0.00001147592,0.00006864214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973401,0.0003308905,0.000003459817,0.0005376238,0.000003040758,0.0008310942,0.0005002313,0.000009410789,0.0004441882],"genre_scores_gemma":[0.9991911,0.0004450342,0.0000590354,0.00001296022,0.000006609178,0.0001474372,0.00004639165,0.00001167745,0.00007972433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0093003,"threshold_uncertainty_score":0.3491652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394470588414,"score_gpt":0.3503703897538422,"score_spread":0.3164256838697022,"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."}}