{"id":"W2085458288","doi":"10.1016/j.jglr.2011.12.001","title":"Lake Champlain 2010: A summary of recent research and monitoring initiatives","year":2011,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Shore; Eutrophication; Habitat; Phytoplankton; Recreation; Structural basin; Geography; Oceanography; Ecology; Environmental science; Fishery; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002271082,0.0007808982,0.0004871285,0.004385494,0.001176004,0.001988053,0.001189116,0.0008359028,0.006139108],"category_scores_gemma":[0.002454956,0.0003696016,0.0003255525,0.00993846,0.0003029457,0.001718902,0.001785227,0.0006404165,0.00167259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005276717,"about_ca_system_score_gemma":0.01073709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4193176,"about_ca_topic_score_gemma":0.7781573,"domain_scores_codex":[0.9991525,0.00007666043,0.0001001343,0.0001215361,0.0004344878,0.0001145456],"domain_scores_gemma":[0.9965003,0.0002133583,0.0004969038,0.00006950034,0.00223856,0.0004814263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003076753,0.0001256591,0.1501798,0.00448446,0.0001811044,0.0003560277,0.002072447,0.0009545967,0.002799999,0.0009242286,0.503602,0.3340121],"study_design_scores_gemma":[0.0000245871,0.00006910896,0.5931544,0.001280384,0.0001424342,0.0001446192,0.002100776,0.0007976331,0.00154352,0.0001670952,0.4005079,0.00006747458],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3375534,0.1744467,0.009904602,0.06901054,0.003264576,0.001250217,0.2176616,0.003844706,0.1830636],"genre_scores_gemma":[0.4190661,0.1134808,0.04522465,0.01188559,0.001698951,0.001689597,0.1829927,0.0009609667,0.2230006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4193176,"threshold_uncertainty_score":0.8337538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2022672690779678,"score_gpt":0.3796873220395136,"score_spread":0.1774200529615458,"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."}}