{"id":"W4407285823","doi":"10.1093/jcag/gwae059.176","title":"A176 SEROLOGICAL HEAVY METAL ASSESSMENT IN PERSONS WITH IBD","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Serology; Heavy metals; Medicine; Environmental health; Immunology; Antibody; Environmental chemistry; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0006679118,0.00007111752,0.0003256351,0.0002842637,0.00004664223,0.000006929063,0.0001138431,0.00008852111,0.00004500206],"category_scores_gemma":[0.000159452,0.00004553349,0.0001270614,0.0001625506,0.00004242995,0.00004472218,0.0000134251,0.0004039755,6.509979e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003194,"about_ca_system_score_gemma":0.001045719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001633605,"about_ca_topic_score_gemma":0.2559547,"domain_scores_codex":[0.9989126,0.000200661,0.0003619046,0.00007004131,0.000250019,0.0002047995],"domain_scores_gemma":[0.999069,0.00006194876,0.0004362606,0.00008408193,0.0002460241,0.0001026983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004480731,0.00007713484,0.9950937,0.000006538654,0.0002043896,0.00002110679,0.00004386668,0.0001030248,0.0001284048,0.0002809984,0.003534424,0.000058345],"study_design_scores_gemma":[0.002071853,0.001153157,0.9944898,0.00005937925,0.0001005369,0.00007538303,0.00008220747,0.0000486947,0.00003599717,0.00008650441,0.001776929,0.00001948108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279222,0.000009992859,0.00007031166,0.07046833,0.0002064703,0.0001006511,0.00001190397,0.000001436584,0.001208689],"genre_scores_gemma":[0.9946798,0.000003082587,0.0006044833,0.00391322,0.00005337439,0.000001772252,0.000002632176,0.000003582716,0.0007380353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2543211,"threshold_uncertainty_score":0.7576222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00844124594171622,"score_gpt":0.262308037340668,"score_spread":0.2538667913989518,"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."}}