{"id":"W2163230808","doi":"10.1007/s10646-012-0854-y","title":"Behavior as biomarker? Laboratory versus field movement in round goby (Neogobius melanostomus) from highly contaminated habitats","year":2012,"lang":"en","type":"article","venue":"Ecotoxicology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; McMaster University","funders":"","keywords":"Round goby; Neogobius; Toxicant; Context (archaeology); Ecology; Biology; Habitat; Ecotoxicology; Goby; Zoology; Fish <Actinopterygii>; Fishery; Predation; Toxicity; Chemistry","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003055576,0.0002078193,0.0002709884,0.00007989863,0.0001450297,0.00001171141,0.0002539839,0.0002476605,0.009911601],"category_scores_gemma":[0.000135797,0.0002140959,0.00004085452,0.0002173582,0.0002017637,0.0002817112,0.0004350017,0.0001962285,0.002342846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003677092,"about_ca_system_score_gemma":0.000012264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008761794,"about_ca_topic_score_gemma":0.02232671,"domain_scores_codex":[0.9984192,0.00016952,0.0002856728,0.0003696382,0.0001399092,0.0006160763],"domain_scores_gemma":[0.9991183,0.000397488,0.0001051512,0.0002594841,0.000007905255,0.0001117147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000276448,0.0007575625,0.9030436,0.000004006754,0.00008965728,0.0001063194,0.0004969822,0.000004055962,0.007558316,0.0003742154,0.08600638,0.001282403],"study_design_scores_gemma":[0.001748793,0.0004823618,0.9627742,0.000003456018,0.00005544676,7.378036e-7,0.0003043986,0.00001378058,0.004456005,0.0001424627,0.02978054,0.0002378553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609601,0.000112419,0.000007388515,0.001225434,0.001902832,0.0005348425,0.00002126246,0.00005817351,0.0351775],"genre_scores_gemma":[0.9936365,0.00004459426,0.0001396872,0.004657407,0.00004864636,0.0003675988,0.00002556299,0.00001532405,0.001064673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05973051,"threshold_uncertainty_score":0.9984339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140819051477782,"score_gpt":0.2580303191412596,"score_spread":0.2439484139934814,"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."}}