{"id":"W2109051159","doi":"10.1039/c1em10298b","title":"Study design considerations for assessing the health of fish populations impacted by agriculture in developing countries: a Sri Lankan case study","year":2011,"lang":"en","type":"article","venue":"Journal of Environmental Monitoring","topic":"Fish Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"International Atomic Energy Agency; University of Peradeniya; Canada Research Chairs","keywords":"Sri lanka; Agriculture; Tributary; Geography; Fishery; Sample (material); Sampling (signal processing); Sampling design; Range (aeronautics); Fish <Actinopterygii>; Environmental resource management; Ecology; Environmental science; Environmental planning; Population; Biology; Cartography; Environmental health; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.05131548,0.0008214466,0.0008848947,0.00157795,0.002628959,0.001723517,0.00209425,0.002126154,0.002760871],"category_scores_gemma":[0.02383832,0.000502134,0.001628868,0.002005612,0.001465594,0.001076827,0.001922604,0.001041099,0.0002934744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003513338,"about_ca_system_score_gemma":0.007715156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01790703,"about_ca_topic_score_gemma":0.0468393,"domain_scores_codex":[0.9557778,0.03956713,0.001681844,0.000722379,0.001354855,0.0008961377],"domain_scores_gemma":[0.9858124,0.008450671,0.001517864,0.0008699202,0.002836152,0.0005129163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005384007,0.003628916,0.6707225,0.009448635,0.001688157,0.02063629,0.02265898,0.02110599,0.007941758,0.02033469,0.004096651,0.2123535],"study_design_scores_gemma":[0.007904978,0.08285993,0.5253713,0.01078511,0.005898778,0.01095063,0.1860399,0.03981089,0.01410401,0.02018468,0.09535751,0.0007324375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8124241,0.004282019,0.0713303,0.005570228,0.0001951217,0.08375548,0.001828953,0.0001290507,0.02048479],"genre_scores_gemma":[0.7469329,0.002675378,0.1794693,0.001330351,0.00007390238,0.06777605,0.0003099229,0.00001592096,0.001416323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05131548,"threshold_uncertainty_score":0.2713854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1316727628951755,"score_gpt":0.3202033414326,"score_spread":0.1885305785374245,"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."}}