{"id":"W147673902","doi":"","title":"The development of a planktonic index of biotic integrity for Lake Erie","year":2004,"lang":"en","type":"article","venue":"OhioLink ETD Center (Ohio Library and Information Network)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Fish and Wildlife Service; Ministry of Natural Resources; Ohio State University","keywords":"Index (typography); Plankton; Geology; Oceanography; Environmental science; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001056064,0.0006183977,0.0003202717,0.001909737,0.0003776723,0.001442568,0.0003768439,0.000359725,0.0007187055],"category_scores_gemma":[0.002420656,0.0002586779,0.0003836345,0.001342575,0.0001574315,0.001172467,0.00134724,0.000435643,0.0003741005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096542,"about_ca_system_score_gemma":0.001261781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01555207,"about_ca_topic_score_gemma":0.04599155,"domain_scores_codex":[0.9995427,0.00005160566,0.00007076201,0.00006844728,0.0002364245,0.00003009477],"domain_scores_gemma":[0.998874,0.0000857937,0.0002839208,0.00004276441,0.0006670778,0.00004643928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009562948,0.00008061722,0.6577398,0.000406492,0.0002490345,0.0001493617,0.0006309584,0.00797083,0.01689644,0.001300167,0.004065868,0.3104149],"study_design_scores_gemma":[0.0000177437,0.0003343071,0.9195367,0.0001459491,0.000160155,0.000267002,0.0005618032,0.03167152,0.01654067,0.0005408159,0.03012466,0.00009854336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8197096,0.00203282,0.1471109,0.0007747246,0.00009771383,0.0009846063,0.009792182,0.0007061214,0.01879124],"genre_scores_gemma":[0.7219945,0.001496895,0.25902,0.0001578743,0.0000474494,0.0008205206,0.009894498,0.00009011135,0.006478091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01555207,"threshold_uncertainty_score":0.03092313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041815889426844,"score_gpt":0.2049367643649537,"score_spread":0.1945186054706853,"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."}}