{"id":"W4410264300","doi":"10.1016/j.envpol.2025.126414","title":"Per- and polyfluoroalkyl substance profiles revealed by targeted and non-targeted screening in European starling eggs from sites across Canada","year":2025,"lang":"en","type":"article","venue":"Environmental Pollution","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; Environment and Climate Change Canada","funders":"Environment and Climate Change Canada","keywords":"Starling; Substance use; Biology; Environmental health; Geography; Environmental science; Medicine; Ecology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0001420503,0.0002722021,0.0002794107,0.000662789,0.0009976602,0.0007420831,0.0003696194,0.0003145906,0.0006608847],"category_scores_gemma":[0.0002194446,0.0001767189,0.0001937114,0.0005467114,0.0005233979,0.0001498018,0.0003188243,0.0002158601,0.0001629272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0025792,"about_ca_system_score_gemma":0.002680541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8067805,"about_ca_topic_score_gemma":0.9330245,"domain_scores_codex":[0.9997002,0.000009094679,0.000009264862,0.00006519755,0.0001304611,0.00008577618],"domain_scores_gemma":[0.999639,0.00002022543,0.00002722281,0.000007285817,0.0002565756,0.00004976451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003055749,0.00006996283,0.3695818,0.00008220475,0.00007229108,0.000534873,0.002160824,0.0004256586,0.618147,0.0001668395,0.0002605667,0.008192556],"study_design_scores_gemma":[0.000002196881,0.00008234809,0.9782689,0.000006317126,0.00002296841,0.0001795492,0.001565835,0.0001677738,0.01883488,0.000011626,0.000849282,0.000008255934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979578,0.0001248003,0.000293407,0.00001608781,0.000002095847,0.00001421468,0.0005550854,0.000005779865,0.001030763],"genre_scores_gemma":[0.9936301,0.0002228542,0.0005399053,0.00005062677,5.797428e-7,0.000008121857,0.0009283018,0.00000944163,0.004610029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1932195,"threshold_uncertainty_score":0.3887148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005579143154239831,"score_gpt":0.2275200717366255,"score_spread":0.2219409285823857,"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."}}