{"id":"W4362476004","doi":"10.24908/iqurcp16338","title":"The IMPACT Cross-Sectional Study","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Socioeconomic status; Immigration; Demographic economics; Pandemic; Ethnic group; Psychology; Medicine; Demography; Political science; Socioeconomics; Coronavirus disease 2019 (COVID-19); Sociology; Economics; Population; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004703521,0.000464127,0.0004856495,0.001756393,0.001459319,0.001152124,0.0009272816,0.0006360503,0.00742021],"category_scores_gemma":[0.006635934,0.0005790504,0.0005137116,0.003058375,0.0006594864,0.000941142,0.001674664,0.00110063,0.002120683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0017408,"about_ca_system_score_gemma":0.003373862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05096791,"about_ca_topic_score_gemma":0.04642911,"domain_scores_codex":[0.9971998,0.0007940711,0.0003552427,0.0003218069,0.0009048086,0.0004243402],"domain_scores_gemma":[0.9948701,0.0009647972,0.001200605,0.0004605124,0.001867194,0.0006368615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000192275,0.0002589639,0.9898208,0.0003022532,0.0001090409,0.0001642268,0.001515834,0.00003244369,0.0001663208,0.0003064794,0.002185912,0.00494536],"study_design_scores_gemma":[0.00006738809,0.0009079525,0.9837366,0.0003238623,0.0001814803,0.0004658189,0.005911271,0.0001360561,0.0001588745,0.0001296795,0.007960316,0.00002068716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609262,0.002174328,0.002401133,0.0009459647,0.0001357626,0.003403899,0.01604185,0.00005124753,0.01391953],"genre_scores_gemma":[0.9793252,0.001562746,0.002100217,0.002089019,0.0001160954,0.004072212,0.007556157,0.00001983366,0.003158556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05096791,"threshold_uncertainty_score":0.1013425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.506003501600969,"score_gpt":0.6030755676376323,"score_spread":0.0970720660366633,"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."}}