{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007078215,0.0007809764,0.001236564,0.001341037,0.000454409,0.002748405,0.001120474,0.003350401,0.002931932],"category_scores_gemma":[0.01515594,0.0003303593,0.0008991302,0.001457046,0.00191578,0.001492513,0.0006598636,0.001326068,0.002854286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183579,"about_ca_system_score_gemma":0.00220436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003962473,"about_ca_topic_score_gemma":0.004346617,"domain_scores_codex":[0.9924721,0.00247302,0.0007323673,0.0007126317,0.00305717,0.0005527611],"domain_scores_gemma":[0.9868547,0.004283772,0.003944865,0.0006265854,0.003508117,0.0007820339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004657581,0.0005184075,0.2915964,0.002785995,0.0003416734,0.001700265,0.000444715,0.0008254169,0.05003286,0.004755422,0.06230435,0.5800369],"study_design_scores_gemma":[0.0003675171,0.006805512,0.1688589,0.003123553,0.001275679,0.01107733,0.003072069,0.003560604,0.1927947,0.00756637,0.6011369,0.0003609092],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2895243,0.247455,0.05778485,0.311452,0.01041168,0.0003917653,0.00534629,0.002854192,0.07478004],"genre_scores_gemma":[0.8319566,0.05425981,0.03678503,0.05495863,0.003115467,0.0001691673,0.003614976,0.0002055659,0.01493475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007078215,"threshold_uncertainty_score":0.03743362,"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."}}