{"id":"W4412952164","doi":"10.1016/j.jneb.2025.05.109","title":"Developing Data Driven Educational Materials","year":2025,"lang":"en","type":"article","venue":"Journal of Nutrition Education and Behavior","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Data science","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":[0.001114997,0.00008346277,0.0001783762,0.00051822,0.0001356267,0.0003374287,0.0005567957,0.00004367813,0.0006153145],"category_scores_gemma":[0.0005834484,0.00006585981,0.00003381453,0.0003881619,0.00004376231,0.0008266334,0.00009795711,0.00008290652,0.00001647463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094884,"about_ca_system_score_gemma":0.001701219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000620109,"about_ca_topic_score_gemma":0.000003857188,"domain_scores_codex":[0.9982666,0.00009442074,0.0008206589,0.0002012238,0.0005266875,0.00009043543],"domain_scores_gemma":[0.9977478,0.0003174061,0.0004991,0.0002854869,0.001077933,0.0000722179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004431648,0.01949723,0.09394389,0.0001128305,0.0000662462,0.000001322911,0.0005119732,7.980379e-7,0.03132427,0.08803985,0.5194698,0.2469875],"study_design_scores_gemma":[0.0006340722,0.00006901002,0.7638108,0.0002439848,0.0001161832,0.00005980957,0.005727818,0.000006702218,0.002881092,0.05011177,0.1761934,0.0001452818],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449542,0.0005212807,0.0008228073,0.04793593,0.005097329,0.0002453245,0.00003147101,0.00000391887,0.0003877421],"genre_scores_gemma":[0.9654604,0.0002044429,0.02863904,0.001210959,0.0008648496,0.00007087676,0.0001058489,0.000004820869,0.003438761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.669867,"threshold_uncertainty_score":0.6737262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1676464474892281,"score_gpt":0.4937584258683206,"score_spread":0.3261119783790925,"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."}}