{"id":"W4378173462","doi":"10.2196/41944","title":"Effects of WAKE.TAIWAN Healthy Lifestyle Web-Based Promotion Programs on Adults’ Awareness of Self-perceived Weight Status and Their Healthy Lifestyle Stages: Retrospective Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Council","keywords":"Health promotion; Promotion (chess); Social media; Intervention (counseling); Gerontology; Obesity; Health education; Psychology; Weight management; Medicine; Social cognitive theory; Anthropometry; Weight loss; Social psychology; Public health; Nursing; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008560516,0.000274821,0.0002512555,0.0007126735,0.0004224632,0.0003094451,0.0001654914,0.0002735612,0.001101926],"category_scores_gemma":[0.001395506,0.0002332215,0.0006073971,0.0004047999,0.0001535658,0.0002900168,0.0005069765,0.0003956053,0.0001777745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912009,"about_ca_system_score_gemma":0.0006460035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004486613,"about_ca_topic_score_gemma":0.007298686,"domain_scores_codex":[0.9996136,0.0001236557,0.00005129038,0.00006264304,0.00006379029,0.00008511388],"domain_scores_gemma":[0.9987207,0.0002465705,0.0003902493,0.00006807215,0.0001158202,0.0004584929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003602571,0.007730269,0.9529023,0.0001892462,0.0002018008,0.0001377208,0.0009686311,0.0001025668,0.0006915036,0.00001961695,0.0004567544,0.03299697],"study_design_scores_gemma":[0.0001301494,0.004962456,0.9940634,0.00001511255,0.00009982727,0.00002346943,0.0002931242,0.00008339377,0.0001166239,0.000005879166,0.0002016959,0.000004792024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993236,0.00007403656,0.00001253098,0.00001661482,0.000003296712,0.0001117677,0.0002295494,0.00000407859,0.0002245011],"genre_scores_gemma":[0.9987549,0.00009352477,0.0001076118,0.0000303713,0.000007253594,0.0003221972,0.0003169106,0.00000118092,0.0003659573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004486613,"threshold_uncertainty_score":0.008921027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04418648920374855,"score_gpt":0.4403076031341512,"score_spread":0.3961211139304027,"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."}}