{"id":"W3014886870","doi":"10.1136/bmjopen-2019-030606","title":"Understanding physical activity and sedentary behaviour among preschool-aged children in Singapore: a mixed-methods approach","year":2020,"lang":"en","type":"article","venue":"BMJ Open","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"Ministry of Education, India; Ministry of Education - Singapore","keywords":"Medicine; Physical activity; Sedentary behavior; Epidemiology; Public health; Sedentary lifestyle; Gerontology; Environmental health; Pediatrics; Family medicine; Physical therapy; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005840803,0.0007049644,0.0007402379,0.002480828,0.001149419,0.001804146,0.001059063,0.0005940594,0.001861744],"category_scores_gemma":[0.004306745,0.0005385235,0.0009403075,0.002057197,0.0006015798,0.001380673,0.00158617,0.000360055,0.0001471836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001477745,"about_ca_system_score_gemma":0.002628651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02242565,"about_ca_topic_score_gemma":0.050964,"domain_scores_codex":[0.9963271,0.002381511,0.0003546297,0.0004313466,0.0003452962,0.0001600966],"domain_scores_gemma":[0.9982536,0.0008295776,0.0004123358,0.000123718,0.0002871431,0.00009354892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003573874,0.00124029,0.7102278,0.003252907,0.00104021,0.0007552959,0.1307097,0.0005402239,0.003323421,0.000969599,0.0006841273,0.146899],"study_design_scores_gemma":[0.0001299458,0.001957159,0.7960151,0.00147791,0.0008402997,0.0004071504,0.1856862,0.002291274,0.00175337,0.001400331,0.007958116,0.00008312987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841679,0.003354725,0.007278461,0.0003892477,0.00002314789,0.001564851,0.0008657005,0.00002809656,0.002327946],"genre_scores_gemma":[0.9599929,0.002992154,0.03047571,0.0003010635,0.00002051332,0.004219578,0.0006298272,0.00001083486,0.00135744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02242565,"threshold_uncertainty_score":0.04459023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340450710958039,"score_gpt":0.4066451085529474,"score_spread":0.2726000374571435,"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."}}