{"id":"W4409090063","doi":"10.3390/data10040049","title":"Predictors of Immune Fitness and the Alcohol Hangover: Survey Data from UK and Irish Adults","year":2025,"lang":"en","type":"article","venue":"Data","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Irish; Psychology; Survey data collection; Demography; Statistics; Sociology; Mathematics; Philosophy; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001419826,0.0002431886,0.0004592319,0.0008724623,0.0004196951,0.0007789929,0.0005681087,0.0006204427,0.001527121],"category_scores_gemma":[0.003254308,0.0003370585,0.0007211445,0.001822251,0.0003858892,0.0005565656,0.001151797,0.0008038733,0.0007275718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011594,"about_ca_system_score_gemma":0.0007774519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1162341,"about_ca_topic_score_gemma":0.1337439,"domain_scores_codex":[0.9989383,0.000288909,0.0002420841,0.0001593448,0.0001715998,0.0001998323],"domain_scores_gemma":[0.9973907,0.000327567,0.001152924,0.0001805383,0.0005044246,0.0004438648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000697363,0.00004148575,0.9980591,0.00003031642,0.000028541,0.00003585194,0.0003559873,0.00002186886,0.00005535129,0.000007114459,0.000316678,0.0009780013],"study_design_scores_gemma":[0.00000397273,0.00005147308,0.9989849,0.00001292587,0.00000755795,0.00003853556,0.0006764376,0.00003536822,0.00001182441,0.000002154151,0.0001721473,0.000002651486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958691,0.00015655,0.00005066092,0.00008601054,0.000007638327,0.0000547736,0.003104965,0.000002470416,0.0006679109],"genre_scores_gemma":[0.9962542,0.0002627259,0.0001307063,0.0001540059,0.000009924471,0.000126562,0.002668955,0.000003297569,0.0003895132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1162341,"threshold_uncertainty_score":0.2311151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06829445173036965,"score_gpt":0.3543744911376602,"score_spread":0.2860800394072905,"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."}}