{"id":"W4415384506","doi":"10.1038/d41586-025-02948-2","title":"Cake to the rescue: how these PhD students are cooking up a sense of community","year":2025,"lang":"en","type":"article","venue":"Nature","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Sense of community; Graduate students; Family and consumer science; Graduate education","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002723805,0.00008122968,0.00012979,0.00006302939,0.001406173,0.0001156865,0.001079446,0.0003286913,0.00002289698],"category_scores_gemma":[0.0008811564,0.00005999206,0.00005420628,0.0006136663,0.00007635488,0.00004339136,0.000431272,0.003668946,0.000006171471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007162641,"about_ca_system_score_gemma":0.00006341113,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005165019,"about_ca_topic_score_gemma":0.0408481,"domain_scores_codex":[0.9967099,0.002456052,0.00008599885,0.00007201188,0.0004912392,0.0001848039],"domain_scores_gemma":[0.998539,0.0005740371,0.0000592939,0.0005886414,0.0001957652,0.00004329183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001517306,0.0004961672,0.04064309,0.0001396218,0.000299336,0.000008929395,0.7881841,0.0003769301,0.0002299948,0.01302009,0.1309805,0.02546952],"study_design_scores_gemma":[0.0002223608,0.00002292907,0.06530972,0.0001700021,0.0000270069,1.868532e-7,0.3372064,0.000007115977,0.000133294,0.000195845,0.5966259,0.00007922291],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508163,0.000364072,0.000008463448,0.03293918,0.0004543117,0.0002449953,0.000006742879,0.00005706041,0.01510883],"genre_scores_gemma":[0.987452,0.00004105016,0.00002175317,0.005828356,0.00005577161,0.000009524662,0.000003277034,0.000005338145,0.006582908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4656454,"threshold_uncertainty_score":0.9998938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05541075005259676,"score_gpt":0.3737552045964692,"score_spread":0.3183444545438724,"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."}}