{"id":"W4409289917","doi":"10.1093/etojnl/vgaf094","title":"Is the <i>Hyalella azteca</i> Bioconcentration Test (HYBIT) currently fit for purpose?","year":2025,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Hyalella azteca; Bioconcentration; Test (biology); Environmental toxicology; Environmental science; Environmental chemistry; Ecology; Biology; Toxicology; Bioaccumulation; Zoology; Toxicity; Chemistry; Amphipoda; Crustacean","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":[0.000187575,0.0001122015,0.0001747823,0.000005633301,0.0001589373,0.00001664529,0.00006654872,0.000176842,0.0004774546],"category_scores_gemma":[0.0001646007,0.0000847464,0.0000722312,0.00003700393,0.000255219,0.00003775353,0.00004294954,0.0002188467,0.00001210255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004218712,"about_ca_system_score_gemma":0.00003940076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.878737e-7,"about_ca_topic_score_gemma":9.145787e-7,"domain_scores_codex":[0.9992613,0.00002240176,0.0002328277,0.0002554435,0.00006841014,0.0001596207],"domain_scores_gemma":[0.9989749,0.0006686425,0.00008507644,0.0001972677,0.000005995915,0.00006810125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004208309,0.0008513562,0.08937326,0.0002549104,0.0001635659,0.000006823588,0.0001222486,8.024541e-7,0.8769234,0.0001681842,0.01563936,0.01607519],"study_design_scores_gemma":[0.003289196,0.0002379965,0.01453938,0.00004352188,0.0003390066,0.00001665964,0.0003848402,0.0003413396,0.3068098,0.0003059484,0.6735376,0.000154782],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743729,0.002506068,0.00008060518,0.02019308,0.0001257607,0.000583588,0.0001463227,0.00001934662,0.001972323],"genre_scores_gemma":[0.9855099,0.0004822871,0.00005417482,0.008766207,0.0001414806,0.00007975,0.00004456675,0.000006219,0.004915369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6578982,"threshold_uncertainty_score":0.5227793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285420551345799,"score_gpt":0.3295917722517562,"score_spread":0.3067375667382982,"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."}}