{"id":"W4246511761","doi":"10.1002/0471263397.env224","title":"Periphyton","year":2003,"lang":"en","type":"other","venue":"Encyclopedia of Environmental Microbiology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Periphyton; Aquatic ecosystem; Ecology; Food web; Ecosystem; Environmental science; Habitat; Biology; Algae","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002984551,0.0005412119,0.0002151752,0.002288704,0.0005291182,0.0009449061,0.0003038641,0.000178289,0.006203881],"category_scores_gemma":[0.0004591284,0.0001345956,0.0003086475,0.002108759,0.0001781155,0.0003931612,0.0007612032,0.0002303178,0.002484012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005642411,"about_ca_system_score_gemma":0.0005223324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003267785,"about_ca_topic_score_gemma":0.005199542,"domain_scores_codex":[0.9995239,0.00003716606,0.0000731722,0.00009810459,0.0002122904,0.00005540087],"domain_scores_gemma":[0.9995635,0.00003566048,0.0001003831,0.00002863999,0.0002293351,0.00004251917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007491286,0.0001723083,0.1851986,0.001756851,0.0001114917,0.0004674676,0.001410808,0.0004050641,0.3079288,0.00443924,0.008640316,0.4887197],"study_design_scores_gemma":[0.0000307127,0.0004849441,0.7720952,0.0003441357,0.0001248198,0.0006754036,0.000686714,0.0008108361,0.07389444,0.0007974367,0.1500248,0.00003060533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7883718,0.01062885,0.03539238,0.0002651639,0.0003472973,0.001139534,0.04179062,0.0005288842,0.1215354],"genre_scores_gemma":[0.7857717,0.005952407,0.03620909,0.0004135538,0.00008908017,0.001959256,0.03255607,0.0001512383,0.1368977],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006203881,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00291708662377244,"score_gpt":0.1590703781611185,"score_spread":0.1561532915373461,"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."}}