{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01831848,0.001791277,0.001102313,0.002403919,0.00147445,0.001799053,0.002568388,0.001739532,0.005801228],"category_scores_gemma":[0.0157899,0.00237533,0.00150037,0.0009475843,0.001370807,0.001413734,0.003101887,0.001564655,0.004604748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009363604,"about_ca_system_score_gemma":0.004266212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003265442,"about_ca_topic_score_gemma":0.009842056,"domain_scores_codex":[0.9891586,0.003072086,0.001235942,0.002335876,0.003794352,0.0004032356],"domain_scores_gemma":[0.990763,0.002513283,0.0006596801,0.002048216,0.003856657,0.0001591548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002385983,0.0001236296,0.003840646,0.0007680989,0.0001452409,0.0001578981,0.00025818,0.001721918,0.8919188,0.002041077,0.002438382,0.09634755],"study_design_scores_gemma":[0.00008155195,0.0004322222,0.004956301,0.0001509002,0.0001403623,0.0004427376,0.0001394424,0.01450399,0.9379915,0.001619415,0.03944466,0.00009700283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008684461,0.0006171545,0.9851044,0.0001252528,0.00009812392,0.00134524,0.0006387582,0.002311281,0.001075373],"genre_scores_gemma":[0.02480929,0.0006928153,0.9639999,0.000197801,0.00004692911,0.004401936,0.001403899,0.0006640886,0.003783262],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01831848,"threshold_uncertainty_score":0.09687853,"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."}}