{"id":"W4385715564","doi":"10.2196/44348","title":"Eating Behavior and Satiety With Virtual Reality Meals Compared With Real Meals: Randomized Crossover Study","year":2023,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crossover study; Meal; Virtual reality; Significant difference; Mean difference; Medicine; Obesity; Eating behavior; Psychology; Computer science; Internal medicine","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":[0.0009763262,0.0003118623,0.0007542993,0.0001270653,0.0003778986,0.0005606448,0.0005063815,0.0000725165,0.000006267287],"category_scores_gemma":[0.00006777012,0.0002121921,0.00005675186,0.0009045066,0.000289376,0.0005453333,0.0002857252,0.000187413,0.00001649642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006257321,"about_ca_system_score_gemma":0.0001382956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001699926,"about_ca_topic_score_gemma":0.001042523,"domain_scores_codex":[0.9973856,0.0003061772,0.0004771206,0.0006957263,0.0006452914,0.0004900523],"domain_scores_gemma":[0.9980017,0.000384919,0.0002835846,0.0009166616,0.0001635038,0.0002496453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.09705397,0.007047584,0.1328984,0.0004145933,0.002358635,0.0006831667,0.2571974,0.00424964,0.005714622,0.06016385,0.0120212,0.4201969],"study_design_scores_gemma":[0.1409196,0.003890187,0.8246949,0.0001595827,0.000200694,0.00009384869,0.006813057,0.02057075,0.0002711851,0.0005818616,0.000672351,0.001131931],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907092,0.00001541655,0.004422765,0.0004461102,0.00004286511,0.002862372,0.00002149606,0.0005606226,0.0009190806],"genre_scores_gemma":[0.9967546,0.00004192823,0.001475647,0.0001002238,0.00003863239,0.00121841,0.00001766198,0.0000272732,0.000325646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6917965,"threshold_uncertainty_score":0.8652943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006629597557188,"score_gpt":0.3219119494600162,"score_spread":0.2918456534844443,"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."}}