{"id":"W3111192659","doi":"10.1089/chi.2020.0115","title":"Latent Class Analysis of Lifestyle Risk Factors and Association with Overweight and/or Obesity in Children and Adolescents: Systematic Review","year":2020,"lang":"en","type":"review","venue":"Childhood Obesity","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overweight; Obesity; Latent class model; Screen time; Medicine; Checklist; Environmental health; Gerontology; Demography; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007216895,0.0007702624,0.00785738,0.0003717736,0.0001006569,0.00004368232,0.0001803831,0.0004120035,0.000009489868],"category_scores_gemma":[0.0009791476,0.0004797308,0.0005553681,0.001534706,0.0000956411,0.0001712301,0.000303149,0.00104849,0.000004822704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000371313,"about_ca_system_score_gemma":0.0001667688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003004516,"about_ca_topic_score_gemma":0.0001693675,"domain_scores_codex":[0.9960272,0.0008722513,0.00109089,0.0009410431,0.0007057959,0.0003628079],"domain_scores_gemma":[0.9967281,0.0004376307,0.001746184,0.0005869112,0.0001181785,0.0003829506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005535269,0.002492176,0.6938068,0.2994337,0.00361346,0.000008054686,0.00007560531,7.69777e-8,2.059775e-8,0.000007084739,0.00001371073,0.00054374],"study_design_scores_gemma":[0.0005085909,0.0002198049,0.732537,0.2085093,0.05777683,0.00001904701,0.00000685254,0.00001032775,8.287924e-7,0.000005853113,0.00007354024,0.0003319803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.346806,0.6497428,0.000001469401,0.00002573566,0.00001567355,0.003062796,0.0003000519,0.00003721101,0.000008178185],"genre_scores_gemma":[0.2682582,0.7313483,0.00001592611,0.00006415417,0.00004433187,0.00002898856,0.0001884622,0.00003969521,0.00001201051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09092438,"threshold_uncertainty_score":0.9997655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009324640886026225,"score_gpt":0.2519775884875237,"score_spread":0.2426529476014975,"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."}}