{"id":"W4403857559","doi":"10.1130/abs/2024am-403853","title":"METHODS DEVELOPMENT FOR REPRODUCIBLE METAL BIOMONITORING ANALYSES IN FISH","year":2024,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biomonitoring; Fish <Actinopterygii>; Computer science; Environmental science; Environmental chemistry; Fishery; Chemistry; Biology","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":[0.00107605,0.0001664043,0.0002878482,0.00002026449,0.00009299976,0.00004587821,0.0001746592,0.00009255133,0.0002450096],"category_scores_gemma":[0.00003652508,0.0001112841,0.0001624611,0.0005550669,0.0004634863,0.0001630576,0.0001153604,0.0001779833,0.0000210974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001186178,"about_ca_system_score_gemma":0.00003487034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008696897,"about_ca_topic_score_gemma":0.00003129337,"domain_scores_codex":[0.9982719,0.00008897062,0.0004330735,0.000555432,0.0002676912,0.0003828767],"domain_scores_gemma":[0.9993966,0.0001792396,0.0001256188,0.0001972646,0.00001383658,0.0000874274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007273384,0.0009951524,0.02148981,0.0002393616,0.0003515127,0.00001174274,0.005130498,0.004930449,0.01528878,0.00002304573,0.001690685,0.9497762],"study_design_scores_gemma":[0.0005651614,0.001187978,0.3765624,0.0001549038,0.0001047245,0.00001160674,0.002476897,0.00279292,0.08357664,0.0006867605,0.5312338,0.0006461837],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594805,0.0002398268,0.03410132,0.003522621,0.0001563744,0.0009079921,0.000005986657,0.0002088131,0.00137654],"genre_scores_gemma":[0.5558906,0.00001686938,0.4435961,0.0001604277,0.00002387135,0.000106568,0.00001534388,0.000006402376,0.0001838492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9491301,"threshold_uncertainty_score":0.4538036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195453499666912,"score_gpt":0.4069968717726282,"score_spread":0.287451521805937,"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."}}