{"id":"W1997541668","doi":"10.1016/j.jglr.2012.06.014","title":"Characterization of natural biofilms in temperate inland waters","year":2012,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"University Research Committee, Emory University; Lakehead University","keywords":"Periphyton; Environmental science; Water quality; Temperate climate; Ecology; Algae; Phosphorus; Total organic carbon; Hydrology (agriculture); Biology; Chemistry; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0001712045,0.0002034415,0.0002226746,0.0005093082,0.000619763,0.0004669729,0.0001842787,0.0003392481,0.0005191529],"category_scores_gemma":[0.0002851496,0.0001875945,0.0001571299,0.0002569601,0.0003275421,0.0003711887,0.0003528767,0.0001749591,0.0001086591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002460578,"about_ca_system_score_gemma":0.000389305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007375168,"about_ca_topic_score_gemma":0.01739235,"domain_scores_codex":[0.9998791,0.00001250503,0.00001040804,0.00004401286,0.00002565419,0.00002835525],"domain_scores_gemma":[0.9998105,0.00002612273,0.00004268567,0.000008300112,0.00006736091,0.0000450325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003906321,0.0001453398,0.1756403,0.0001211951,0.00003065712,0.0001204435,0.001085835,0.0001729149,0.8175296,0.0001138469,0.0001149531,0.004534274],"study_design_scores_gemma":[0.000007912349,0.0001626105,0.9855494,0.00001055749,0.00001597685,0.0001502326,0.0008048887,0.0006112307,0.01211255,0.00003815986,0.0005305914,0.000005833511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999308,0.0001238986,0.0001394973,0.000005890484,0.000002278892,0.000008443282,0.0001284322,0.000001321187,0.000282301],"genre_scores_gemma":[0.9982885,0.0001560122,0.0008300532,0.00001362693,0.000004649319,0.00002273561,0.0003388113,0.000002555003,0.0003430563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007375168,"threshold_uncertainty_score":0.01466453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03998680597903032,"score_gpt":0.3160816529440333,"score_spread":0.276094846965003,"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."}}