{"id":"W3199306550","doi":"","title":"Next generation biomonitoring","year":2018,"lang":"en","type":"book","venue":"Academic Press eBooks","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomonitoring; Environmental science; TRACE (psycholinguistics); Environmental monitoring; Ecology; Environmental resource management; Geography; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00106737,0.0014006,0.0006166865,0.002710733,0.0008541556,0.003703977,0.001531267,0.002449478,0.1217339],"category_scores_gemma":[0.001626626,0.0005549936,0.0008457082,0.002987546,0.0007784134,0.005159682,0.002375764,0.002917329,0.07788422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417803,"about_ca_system_score_gemma":0.001039462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001597542,"about_ca_topic_score_gemma":0.003668077,"domain_scores_codex":[0.9992754,0.00006881167,0.00002455255,0.0001282208,0.0004635361,0.00003955251],"domain_scores_gemma":[0.9993648,0.0001818338,0.00003259821,0.00008451767,0.0002628203,0.00007340586],"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":[0.00002223368,0.0000290284,0.0001337764,0.0004628494,0.00001100111,0.00007884472,0.00008447978,0.0003431425,0.002462721,0.03635555,0.612013,0.3480034],"study_design_scores_gemma":[0.0000013077,0.000005413371,0.00005627601,0.00009175612,0.000001584915,0.00008302703,0.000009980851,0.0001050132,0.0003471349,0.004581766,0.9947125,0.000004203259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009099207,0.125111,0.05091231,0.01438484,0.01446704,0.0002718871,0.003409761,0.004126587,0.7864067],"genre_scores_gemma":[0.003925017,0.05988643,0.02406018,0.004431457,0.002409325,0.0001470947,0.003137876,0.001079291,0.9009233],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1217339,"threshold_uncertainty_score":0.4072403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0874529943251596,"score_gpt":0.2624805734760002,"score_spread":0.1750275791508406,"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."}}