{"id":"W2076195344","doi":"10.1080/15459620903530052","title":"Impact of Biological and Environmental Variabilities on Biological Monitoring—An Approach Using Toxicokinetic Models","year":2010,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Hygiene","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail; Sante Montreal; Université de Montréal","funders":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail","keywords":"Toxicokinetics; Environmental chemistry; Environmental science; Biological effect; Biological materials; Chemistry; Biological system; Biology; Toxicity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004001794,0.0009386216,0.0009440518,0.0008912074,0.0003814299,0.001411708,0.0009610055,0.0009276655,0.0004606283],"category_scores_gemma":[0.007917143,0.0006492984,0.00176459,0.0008378245,0.0006208796,0.0009968627,0.001123293,0.0009398292,0.0001000801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001135016,"about_ca_system_score_gemma":0.001081414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005990057,"about_ca_topic_score_gemma":0.003571096,"domain_scores_codex":[0.9976658,0.00141857,0.00009805239,0.0003307748,0.0004084143,0.00007845934],"domain_scores_gemma":[0.9918804,0.006738172,0.0005759895,0.0005172595,0.0002457722,0.00004245155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004198019,0.00002046349,0.003144855,0.00003615031,0.0001389296,0.00005193828,0.00003863942,0.9853758,0.001947884,0.002671771,0.00003450612,0.00649707],"study_design_scores_gemma":[0.000005780383,0.00007418016,0.001506233,0.00001130989,0.00006622684,0.00005664579,0.00001312931,0.9910324,0.00172648,0.004939726,0.0005440058,0.00002376838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.11363,0.0006654846,0.8831568,0.0002008851,0.0000273459,0.00007178589,0.0001691416,0.0002432862,0.001835124],"genre_scores_gemma":[0.9322934,0.0007511979,0.0649853,0.00007428198,0.00003899355,0.0002262386,0.0002315129,0.00009345773,0.001305675],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005990057,"threshold_uncertainty_score":0.02116376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04693900911855159,"score_gpt":0.3010864815477136,"score_spread":0.254147472429162,"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."}}