{"id":"W4404143115","doi":"10.2196/57971","title":"IMPACT OF A SERIOUS GAME ON UNIVERSITY STUDENTS’ KNOWLEDGE ABOUT HEALTHY EATING FOR CHILDREN UNDER TWO YEARS OLD (Preprint)","year":2024,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Preprint; Psychology; Healthy eating; Medical education; Medicine; Computer science; World Wide Web; Physical activity; Physical therapy","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":"nonrandomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010136,0.0008756454,0.0007649238,0.0005236779,0.0006997899,0.001517096,0.0008525756,0.001034896,0.01012951],"category_scores_gemma":[0.01143814,0.000341907,0.0009996903,0.0002347729,0.0004731861,0.000814627,0.001794381,0.001595539,0.0009168443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007063386,"about_ca_system_score_gemma":0.001287342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007412453,"about_ca_topic_score_gemma":0.008402065,"domain_scores_codex":[0.999375,0.0001402254,0.00005086774,0.0001225621,0.00008468539,0.0002266013],"domain_scores_gemma":[0.991285,0.004139644,0.0005356653,0.0002578431,0.0003177225,0.003464033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.05935909,0.3308126,0.2614293,0.001327622,0.001276428,0.001292179,0.01426155,0.004556393,0.01152101,0.001607705,0.007865937,0.3046901],"study_design_scores_gemma":[0.006812905,0.09978757,0.8487001,0.0004568825,0.001549486,0.0003123516,0.01302874,0.01199322,0.006968159,0.001929314,0.008191035,0.0002702052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989852,0.00002172734,0.00004378041,0.00008763755,0.00002465472,0.00004611255,0.00006206673,0.00002846483,0.0007002461],"genre_scores_gemma":[0.9962295,0.00008808284,0.0008184473,0.0000917184,0.00001654005,0.000204011,0.0001649848,0.000009637326,0.002377084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01012951,"threshold_uncertainty_score":0.03388661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671093421269301,"score_gpt":0.3878240760274839,"score_spread":0.3611131418147909,"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."}}