{"id":"W2143737298","doi":"10.1897/ieam_2006-027.1","title":"Review of aquatic in situ approaches for stressor and effect diagnosis","year":2007,"lang":"en","type":"review","venue":"Integrated Environmental Assessment and Management","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of New Brunswick","funders":"","keywords":"Stressor; Aquatic toxicology; Biota; Environmental science; In situ; Aquatic environment; Aquatic ecosystem; Environmental resource management; Computer science; Biochemical engineering; Ecology; Biology; Toxicity; Geography; Engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001082489,0.000667621,0.001649881,0.0002095789,0.0001040974,0.00001949136,0.0002929096,0.0003488055,0.0005475539],"category_scores_gemma":[0.00001084172,0.0005343857,0.0002416749,0.0002487344,0.00057114,0.0001320543,0.000647195,0.0003768373,0.00003047127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006881323,"about_ca_system_score_gemma":0.000006749922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001861658,"about_ca_topic_score_gemma":0.00008870932,"domain_scores_codex":[0.9971036,0.0002872173,0.0009599397,0.0008981986,0.0002485942,0.000502413],"domain_scores_gemma":[0.9986482,0.0004376522,0.0004328267,0.0003472303,4.763811e-7,0.0001335885],"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":[0.00001743831,0.000469064,0.003945845,0.04117173,0.0002164532,0.00002136248,0.00001677489,0.000003111145,0.000006936576,0.00007217412,0.0009329102,0.9531262],"study_design_scores_gemma":[0.001028857,0.0008555138,0.002991478,0.02652556,0.001539252,0.00002147087,0.0001056833,0.00005970522,0.00004619646,0.0001040502,0.9659904,0.0007318392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001272378,0.9886119,0.0001073301,0.00003701529,0.00009674741,0.005299761,0.00006907687,0.00001698349,0.00448885],"genre_scores_gemma":[0.001000468,0.9933917,0.00171983,0.0002237639,0.0000134321,0.002825913,0.0003614316,0.00005387252,0.0004096117],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9650575,"threshold_uncertainty_score":0.9997108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749805695633934,"score_gpt":0.3329324445287495,"score_spread":0.2854343875724101,"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."}}