{"id":"W6962683260","doi":"10.17863/cam.83264","title":"The descriptive and aetiological epidemiology of physical activity: composition, volume, and intensity.","year":2022,"lang":"en","type":"dissertation","venue":"Apollo (University of Cambridge)","topic":"Physical Activity and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council","keywords":"Physical activity; Obesity; Epidemiology; Population; Etiology; Public health; Energy expenditure; Body mass index","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":[],"consensus_categories":[],"category_scores_codex":[0.0002424586,0.0001515365,0.0009277657,0.00007858943,0.0003705947,0.000001923084,0.00009323462,0.000150266,0.00001042115],"category_scores_gemma":[0.0001041168,0.000135474,0.0001550921,0.0001208272,0.0006291037,0.00007879386,0.0001064142,0.0005683205,0.000001627669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007002686,"about_ca_system_score_gemma":0.0001196753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001236556,"about_ca_topic_score_gemma":0.0000860744,"domain_scores_codex":[0.9990197,0.0002285062,0.0001176658,0.0002918545,0.0001541572,0.000188122],"domain_scores_gemma":[0.9985911,0.0006429959,0.000327197,0.0001691144,0.0001502797,0.0001192814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.09289361,0.01503518,0.1399559,0.009590068,0.006208066,0.0004416818,0.04422303,0.00002288337,0.1279318,0.2809979,0.04798521,0.2347148],"study_design_scores_gemma":[0.0009167408,0.0019597,0.9836575,0.0001280084,0.000450999,0.00002793715,0.008242312,0.001167899,0.0003232674,0.000604,0.002348768,0.0001728506],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957871,0.000282771,0.00006636595,0.001586406,0.00007809373,0.0002803171,0.00006700213,0.0000153997,0.001836533],"genre_scores_gemma":[0.9964995,0.0005634745,0.0000782996,0.00008303853,0.00004379273,7.990921e-7,0.0001582647,0.000008259544,0.002564598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8437016,"threshold_uncertainty_score":0.552447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03628881235721574,"score_gpt":0.2931756813400361,"score_spread":0.2568868689828204,"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."}}