{"id":"W2014787467","doi":"10.1371/journal.pone.0003806","title":"Integrated Ecosystem Assessment: Lake Ontario Water Management","year":2008,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineer Research and Development Center; U.S. Army Corps of Engineers; U.S. Environmental Protection Agency; National Science Foundation","keywords":"Ecosystem; Environmental science; Lake ecosystem; Environmental resource management; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001899067,0.0007222584,0.0003359423,0.00246767,0.001270722,0.002005172,0.0008614303,0.0003114286,0.0064726],"category_scores_gemma":[0.00462497,0.0002305353,0.0003528365,0.005393114,0.0006365111,0.0009064007,0.001492483,0.0004197056,0.0005486037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02461619,"about_ca_system_score_gemma":0.02639719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8734503,"about_ca_topic_score_gemma":0.942741,"domain_scores_codex":[0.9981797,0.0002785206,0.00007196271,0.0001413283,0.001211231,0.0001172684],"domain_scores_gemma":[0.9972708,0.0001701074,0.0002760802,0.0001183037,0.002013189,0.0001515383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003556203,0.0001927173,0.2434385,0.002525541,0.000687657,0.0004597835,0.002131329,0.1128884,0.004055484,0.04281539,0.1062293,0.4842203],"study_design_scores_gemma":[0.0001368666,0.0002466258,0.4384671,0.001356344,0.0005056496,0.0002593282,0.002901198,0.2468369,0.002373367,0.03441268,0.272324,0.0001800144],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.298312,0.009434614,0.1904766,0.009076003,0.0002758397,0.005343846,0.06622176,0.002999472,0.4178599],"genre_scores_gemma":[0.8121778,0.003993668,0.1296137,0.0003629652,0.00006828989,0.001340557,0.01288342,0.0002063524,0.03935317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1265497,"threshold_uncertainty_score":0.25459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03581042288508956,"score_gpt":0.2031152612557908,"score_spread":0.1673048383707013,"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."}}