{"id":"W2128035107","doi":"10.1016/j.jneb.2014.04.043","title":"Simulation Reduces Calorie Estimation","year":2014,"lang":"en","type":"article","venue":"Journal of Nutrition Education and Behavior","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Estimation; Calorie; Computer science; Medicine; Engineering; Systems engineering","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":[0.000719509,0.0004146729,0.0004862755,0.0003810347,0.0001822265,0.0007985008,0.0004935603,0.0009396824,0.007343619],"category_scores_gemma":[0.008838153,0.0002337682,0.0003078625,0.0003256248,0.0001977101,0.0007460855,0.0006563413,0.0006610671,0.000708393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002950927,"about_ca_system_score_gemma":0.0006915409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003367502,"about_ca_topic_score_gemma":0.002872162,"domain_scores_codex":[0.9994131,0.0003283512,0.00002572836,0.00007071898,0.0001175688,0.0000444503],"domain_scores_gemma":[0.9923177,0.006202496,0.0002664214,0.0006897199,0.0003422065,0.0001814945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01232787,0.005227042,0.05816736,0.0001999132,0.0002508122,0.0003605879,0.0001834853,0.6072162,0.03474031,0.007375611,0.004231897,0.2697189],"study_design_scores_gemma":[0.0001264187,0.0004969474,0.00668929,0.00002186173,0.00006143394,0.0001141937,0.00005311222,0.9758498,0.01110762,0.003782661,0.001677436,0.00001917534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7905947,0.0002258031,0.1951984,0.0005268432,0.0002452201,0.0001113447,0.000311163,0.001936755,0.01084986],"genre_scores_gemma":[0.977216,0.00006739488,0.02049511,0.00007110596,0.00001434756,0.00002917429,0.0001836384,0.00006208843,0.001861254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007343619,"threshold_uncertainty_score":0.02456683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04760587612008416,"score_gpt":0.4338780803113111,"score_spread":0.386272204191227,"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."}}