{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006661011,0.0003329214,0.0004402714,0.00008289558,0.00004439566,0.000002600603,0.0003788066,0.0005238958,0.315783],"category_scores_gemma":[0.000005322842,0.0003335854,0.0001277618,0.00006120878,0.0009872817,0.00003627465,0.0003802675,0.0002027696,0.01083827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001328595,"about_ca_system_score_gemma":0.00000704453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002567689,"about_ca_topic_score_gemma":0.0005304791,"domain_scores_codex":[0.9986379,0.0001053492,0.0002502045,0.0005281122,0.00006824168,0.0004101789],"domain_scores_gemma":[0.9993023,0.00001586584,0.0002377712,0.0003589297,4.223113e-7,0.00008466689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001062449,0.0001560712,0.008296437,0.00001573879,0.00004497546,0.00001751879,0.0000597983,0.000004699773,0.02330541,0.00001224212,0.9675847,0.000491758],"study_design_scores_gemma":[0.0003156471,0.0001398854,0.0006744429,0.000009069519,0.00003667372,0.0000347507,0.00003235263,7.704693e-7,0.0009585898,0.00003480214,0.9974359,0.0003270637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008144299,0.0005086965,0.000009806067,0.00003657556,0.0008054032,0.0002893035,0.0005799893,0.00004726447,0.9895787],"genre_scores_gemma":[0.002526945,0.001551206,0.0009447163,0.0006116108,0.00006638192,0.00001102748,0.0003201017,0.0002243151,0.9937437],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3049448,"threshold_uncertainty_score":0.9999116,"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."}}