{"id":"W4414416969","doi":"10.1016/j.clnesp.2025.07.1105","title":"Cooking together pilot study: Preliminary efficacy findings","year":2025,"lang":"en","type":"article","venue":"Clinical Nutrition ESPEN","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sheridan College; University of Waterloo","funders":"","keywords":"MEDLINE; Pilot trial; Clinical trial","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008644891,0.0001442005,0.0004005434,0.0002853179,0.0002604539,0.0002889479,0.0007442908,0.00008172313,0.002886887],"category_scores_gemma":[0.004204835,0.0001133901,0.0001493795,0.000877478,0.000127905,0.0003379281,0.0002285837,0.0003315392,0.001137496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005012012,"about_ca_system_score_gemma":0.0001524446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005735116,"about_ca_topic_score_gemma":0.00001867083,"domain_scores_codex":[0.9957954,0.0007726584,0.001486646,0.0006157382,0.001104392,0.000225139],"domain_scores_gemma":[0.9934923,0.005115805,0.0002043617,0.0006709204,0.0004044917,0.0001120962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003594215,0.02555511,0.4976375,0.00003572923,0.0001562542,0.00002406622,0.000750711,0.0001149788,0.0004706421,0.006361749,0.2826784,0.1826207],"study_design_scores_gemma":[0.008691368,0.006101693,0.7338863,0.0001779169,0.00006826062,0.000001914619,0.001781741,0.001859878,0.0002614409,0.01950996,0.2273925,0.0002669966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674575,0.00009006524,0.001228276,0.007536823,0.001190306,0.001209407,0.000004940172,0.00008269623,0.02119999],"genre_scores_gemma":[0.9899208,0.00005154865,0.0004674912,0.002498397,0.0002111788,0.00008108788,0.000008179772,0.000008627955,0.00675269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2362488,"threshold_uncertainty_score":0.9996402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4001447365152482,"score_gpt":0.5876408913424614,"score_spread":0.1874961548272133,"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."}}