{"id":"W4414919308","doi":"10.1080/10447318.2025.2555632","title":"Exploring Sensing Technologies for Tracking Healthy Eating Behaviors: Systematic Review","year":2025,"lang":"en","type":"article","venue":"International Journal of Human-Computer Interaction","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Tracking (education); Healthy eating; Healthy aging; Tracking system; Activity recognition","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006101202,0.000169981,0.0004784374,0.000602552,0.0001351321,0.0001423595,0.0004192439,0.00006654538,0.00002805265],"category_scores_gemma":[0.0001608505,0.0001512957,0.0003005743,0.000137724,0.00002751027,0.0005437749,0.00005858772,0.0003752993,0.000006795301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002349268,"about_ca_system_score_gemma":0.00002809012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003505855,"about_ca_topic_score_gemma":0.000009551283,"domain_scores_codex":[0.9979706,0.0001062196,0.001241365,0.0002105275,0.0002853418,0.0001859585],"domain_scores_gemma":[0.9976528,0.0003006948,0.001096231,0.0001803824,0.0007459498,0.00002396564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001112721,0.003873924,0.01768301,0.1086615,0.005136742,0.0007218919,0.01499352,0.0004392308,0.0143339,0.01282012,0.02374068,0.7964828],"study_design_scores_gemma":[0.00625806,0.004100313,0.00907747,0.9367575,0.002931028,0.002999761,0.02598267,0.001762306,0.003907482,0.002692435,0.002063344,0.001467595],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8558413,0.006758532,0.1115827,0.002925374,0.0205967,0.001375751,0.000006694321,0.0002584818,0.000654478],"genre_scores_gemma":[0.9943023,0.0002615279,0.004188614,0.0006212704,0.0004150573,0.00005912593,0.000009504766,0.00002275608,0.0001198387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.828096,"threshold_uncertainty_score":0.6169658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.127529294427145,"score_gpt":0.4345272553908859,"score_spread":0.3069979609637409,"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."}}