{"id":"W4387384100","doi":"10.2196/47103","title":"Empowerment Enabled by Information and Communications Technology and Intention to Sustain a Healthy Behavior: Survey of General Users","year":2023,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empowerment; Feeling; Behavior change; Structural equation modeling; Psychology; Population; Social support; Applied psychology; Social psychology; Medicine; Computer science; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00100244,0.0001436507,0.0002795209,0.0008745029,0.001082135,0.00001217624,0.0002289894,0.0002409792,0.00003924655],"category_scores_gemma":[0.0001655721,0.0001405836,0.00001901719,0.001131227,0.0001326919,0.0001767097,0.0003192971,0.0004030493,0.00003732041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001930697,"about_ca_system_score_gemma":0.0002401347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004792152,"about_ca_topic_score_gemma":0.00264652,"domain_scores_codex":[0.9979119,0.0003240611,0.0008769773,0.0002050635,0.0001685825,0.0005134391],"domain_scores_gemma":[0.9981233,0.0002272996,0.000368161,0.0005936364,0.000329779,0.0003577552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004089213,0.00008952649,0.9590763,0.0004117795,0.000007841367,9.750754e-8,0.002996044,3.957702e-7,0.0005811047,0.006580149,0.02533676,0.004879141],"study_design_scores_gemma":[0.0006487938,0.0002335767,0.9305267,0.00004261583,0.000008213817,2.926415e-7,0.00376999,0.00003654888,0.00001914028,0.0001729834,0.06443226,0.0001088706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916883,0.00007410586,0.00006276931,0.002497522,0.00008784114,0.004888976,0.0003247999,0.0001877494,0.0001879334],"genre_scores_gemma":[0.9894031,0.0004064556,0.0001205462,0.0006113699,0.000007366174,0.007499744,0.001515458,0.00001669236,0.0004192492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03909549,"threshold_uncertainty_score":0.832302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06623143260154488,"score_gpt":0.4515846355945208,"score_spread":0.3853532029929759,"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."}}