{"id":"W4213257118","doi":"10.1002/edn3.289","title":"Effects of temperature and oxygen on cyanobacterial DNA preservation in sediments: A comparison study of major taxa","year":2022,"lang":"en","type":"article","venue":"Environmental DNA","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Genomics; University of Ottawa","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Anoxic waters; Cyanobacteria; Biology; Sediment; Microcystis; Population; Ecology; Environmental chemistry; Botany; Environmental science; Chemistry; Paleontology; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001811036,0.0002231804,0.0003344026,0.00007197728,0.0002020731,0.000007062278,0.0002755098,0.00005192681,0.000862102],"category_scores_gemma":[0.00001233121,0.0002341884,0.00004485535,0.0001482453,0.0002531062,0.0001934951,0.001279856,0.0002064389,0.00002928527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004456619,"about_ca_system_score_gemma":0.000001216014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003438971,"about_ca_topic_score_gemma":0.0000334328,"domain_scores_codex":[0.9980181,0.0002305336,0.0003640528,0.0004586372,0.0007045602,0.0002241368],"domain_scores_gemma":[0.9993833,0.00008169506,0.00023082,0.0002466153,4.995437e-7,0.00005710576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001938148,0.002587699,0.5964016,0.00001798841,0.0000350052,0.00000850819,0.00302629,0.0004389128,0.3970002,0.000001517879,0.0001444936,0.0001439152],"study_design_scores_gemma":[0.002583689,0.001810516,0.9079771,0.00001106474,0.00003995993,0.000001194891,0.003731652,0.00002505519,0.08322423,0.00001151981,0.0004023148,0.0001816877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983562,0.00004750881,3.772013e-7,0.00004552315,0.0001278932,0.001154121,0.00009333876,0.00001001447,0.0001650001],"genre_scores_gemma":[0.9995102,0.00002238393,0.00008745537,0.0000705418,0.00001151195,0.00009420727,0.00003501429,0.00001562477,0.0001531007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.313776,"threshold_uncertainty_score":0.9549927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006469869491664938,"score_gpt":0.1978167486215351,"score_spread":0.1913468791298702,"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."}}