{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001136695,0.001650536,0.002483866,0.005388397,0.0004832754,0.001151854,0.00183707,0.001268041,0.007781287],"category_scores_gemma":[0.001378942,0.0006544876,0.0009521573,0.006005787,0.0005000071,0.001898177,0.0007874277,0.001030765,0.004430531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008621344,"about_ca_system_score_gemma":0.001894831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003091218,"about_ca_topic_score_gemma":0.004619702,"domain_scores_codex":[0.9994521,0.0001007143,0.00008647077,0.00008335313,0.0002487418,0.00002858855],"domain_scores_gemma":[0.9989154,0.0004890505,0.0001642644,0.00003487872,0.0003443641,0.00005207213],"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":[0.00004504895,0.00009905804,0.0001541673,0.0424852,0.0001262505,0.0002626791,0.00007708793,0.0007227121,0.004294446,0.002158851,0.02045918,0.9291154],"study_design_scores_gemma":[0.00001484679,0.000155742,0.001169825,0.007489241,0.0002541495,0.001106623,0.00008641051,0.0001943832,0.002228747,0.001613625,0.9856447,0.00004179025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001813398,0.99611,0.001019692,0.0001586416,0.0001741357,0.00002679322,0.00007111018,0.00002045254,0.002237764],"genre_scores_gemma":[0.0005191781,0.9973875,0.001154087,0.00009733764,0.000075519,0.00002214488,0.0000600308,0.000003415457,0.0006809281],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007781287,"threshold_uncertainty_score":0.02603102,"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."}}