{"id":"W1990948600","doi":"10.1897/05-486r1.1","title":"In situ on-line toxicity biomonitoring in water: Recent developments","year":2006,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Biomonitoring; Environmental science; Environmental chemistry; Ecology; 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":[0.002300357,0.0005064324,0.0006546457,0.0005609602,0.0001858813,0.001090784,0.001151032,0.001037576,0.002191761],"category_scores_gemma":[0.001007627,0.0002060247,0.0003220869,0.000866307,0.0007115873,0.001327814,0.0005277361,0.0006823627,0.0005882308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301579,"about_ca_system_score_gemma":0.0004405632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00115641,"about_ca_topic_score_gemma":0.001241778,"domain_scores_codex":[0.9993395,0.0001961198,0.00003214377,0.0001891087,0.0002021023,0.00004104336],"domain_scores_gemma":[0.9985159,0.000454524,0.0002037532,0.00009255357,0.0005955253,0.0001377017],"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":[0.0003634082,0.0006364147,0.006513572,0.003738177,0.00009835589,0.0001436868,0.0003241524,0.002896205,0.1423116,0.002244985,0.00250443,0.838225],"study_design_scores_gemma":[0.0001034185,0.007523638,0.02201969,0.0010477,0.0005456465,0.002743764,0.001265821,0.01348261,0.3754137,0.005246849,0.5704164,0.0001907934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2212473,0.5750224,0.1680592,0.006128873,0.0007162171,0.0004591708,0.0005608912,0.0004668805,0.027339],"genre_scores_gemma":[0.3999271,0.4429203,0.1282565,0.003152854,0.001631531,0.0003419693,0.0009726341,0.0001258881,0.02267126],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002300357,"threshold_uncertainty_score":0.01216555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007718717129664839,"score_gpt":0.2130672930555033,"score_spread":0.2053485759258384,"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."}}