{"id":"W4293339979","doi":"10.2196/40431","title":"Evaluating the Effectiveness of a Family-Based Virtual Childhood Obesity Management Program Delivered During the COVID-19 Pandemic in Canada: Prospective Study","year":2022,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Ministry of Health, British Columbia","keywords":"Screen time; Overweight; Medicine; Pandemic; Childhood obesity; Coronavirus disease 2019 (COVID-19); Obesity; Repeated measures design; Sedentary lifestyle; Physical activity; Physical therapy; Gerontology; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003425311,0.0001648173,0.0002294013,0.0001142516,0.0008495868,0.00002146361,0.0002683293,0.00002363642,0.00003088066],"category_scores_gemma":[0.00007316796,0.0001216375,0.00004969599,0.0006978356,0.00003357828,0.00002409136,0.0003453434,0.0004009091,4.324171e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001568351,"about_ca_system_score_gemma":0.001221638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3926607,"about_ca_topic_score_gemma":0.180899,"domain_scores_codex":[0.9967381,0.001539212,0.0003856827,0.0004382003,0.0005173138,0.0003814338],"domain_scores_gemma":[0.9981313,0.001217873,0.0002549248,0.0002799084,0.00003252162,0.00008342064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003896457,0.001094333,0.9865745,0.0003526221,0.00003946078,0.00002770345,0.004754458,0.001871318,0.000006417614,0.00007898909,0.000009852181,0.00480072],"study_design_scores_gemma":[0.002990498,0.0006944911,0.9725155,0.00001088464,0.00006283334,0.000005553025,0.02304771,0.0004564156,8.332221e-7,0.00003886623,0.00004861458,0.0001278214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935252,0.0004263957,0.00001538668,0.00002653725,0.0002730869,0.005550225,0.00004839831,0.0000316712,0.00010311],"genre_scores_gemma":[0.9967444,0.00001348456,0.00001010928,0.0001769245,0.00005367442,0.002954128,0.00001179035,0.00001547973,0.00002000773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2117617,"threshold_uncertainty_score":0.8340474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05758653018149114,"score_gpt":0.4012413482587357,"score_spread":0.3436548180772446,"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."}}