{"id":"W4283316447","doi":"10.2196/35285","title":"The Aim2Be mHealth Intervention for Children With Overweight or Obesity and Their Parents: Person-Centered Analyses to Uncover Digital Phenotypes","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McMaster University; Children's Hospital of Eastern Ontario; University of Calgary; University of Victoria; University of Ottawa; SickKids Foundation; University of Toronto; BC Children's Hospital; Hospital for Sick Children; University of British Columbia","funders":"Obesity Canada; Canadian Institutes of Health Research; Merck Canada; Ontario Ministry of Health and Long-Term Care; Alberta Innovates; Women and Children's Health Research Institute; Children's Health Research Institute; Alberta Health Services","keywords":"mHealth; Latent class model; Multinomial logistic regression; Overweight; Psychological intervention; Psychology; Obesity; Intervention (counseling); Phenotype; Childhood obesity; Developmental psychology; Medicine; Clinical psychology; Biology; Genetics; Psychiatry; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006334733,0.0005040123,0.0007792105,0.0009391597,0.0007902673,0.001155992,0.0006238022,0.0005207195,0.002829781],"category_scores_gemma":[0.0131523,0.0003521338,0.002421035,0.001269421,0.0003744818,0.0007515785,0.001643815,0.0009507114,0.0003503225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006129293,"about_ca_system_score_gemma":0.0009711031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006367621,"about_ca_topic_score_gemma":0.008309863,"domain_scores_codex":[0.9940732,0.004155148,0.0002653861,0.0007199291,0.0004551152,0.0003312215],"domain_scores_gemma":[0.9930938,0.00321048,0.002218435,0.0007074008,0.0004937975,0.0002761107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003439644,0.001104063,0.9519067,0.0004726787,0.002217308,0.00008965175,0.003248994,0.0004271248,0.0004382145,0.0004004801,0.001498719,0.03475648],"study_design_scores_gemma":[0.0001950426,0.001420914,0.9905475,0.0001500718,0.001050289,0.00007002101,0.002036441,0.002299049,0.0003162896,0.0004087662,0.001483489,0.00002214759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919388,0.0004962418,0.003990508,0.000198176,0.00002340344,0.0004638615,0.002211688,0.00003528544,0.0006420153],"genre_scores_gemma":[0.9909889,0.0002000312,0.004780702,0.00009928333,0.00001582728,0.002277781,0.001279541,0.00001386081,0.0003441721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006367621,"threshold_uncertainty_score":0.03350168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.195624479104573,"score_gpt":0.5271424207264971,"score_spread":0.3315179416219241,"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."}}