{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001245355,0.0001889219,0.0002924443,0.001040489,0.0004316758,0.0007570455,0.00024079,0.0006340771,0.002117307],"category_scores_gemma":[0.003140182,0.0003091746,0.0005133237,0.0009852992,0.0004061424,0.0008480238,0.0006910659,0.0007190226,0.0005317797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003346494,"about_ca_system_score_gemma":0.0003733832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007857516,"about_ca_topic_score_gemma":0.006815283,"domain_scores_codex":[0.9994714,0.0001736127,0.00007280404,0.00006441081,0.0001176529,0.0001001874],"domain_scores_gemma":[0.9980812,0.000578883,0.0006200262,0.0000982313,0.0002480482,0.000373578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003016804,0.0001790119,0.9957938,0.00002359236,0.000017422,0.00003339558,0.001203882,0.00002074714,0.0001048998,0.00001448653,0.0001105459,0.002467916],"study_design_scores_gemma":[0.000005282801,0.0003081642,0.997095,0.00001133034,0.00001385649,0.00009504695,0.002051935,0.0001642714,0.0000330064,0.00001010697,0.0002076525,0.000004330393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994497,0.00005471045,0.00003969443,0.00003856397,0.000001285135,0.00002111598,0.0001530238,0.000002685828,0.0002391558],"genre_scores_gemma":[0.9993943,0.0001018183,0.00007448628,0.00005368946,0.000002527198,0.00002619921,0.0001477028,0.00000160895,0.000197685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007857516,"threshold_uncertainty_score":0.01562351,"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."}}