{"id":"W2123506747","doi":"10.2174/1874940201003010038","title":"Assessing PCR Inhibition from Humic Substances","year":2014,"lang":"en","type":"article","venue":"The Open Enzyme Inhibition Journal","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"College of Computing","keywords":"Chemistry; Environmental chemistry; Environmental science; Computational biology; Biology","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009800122,0.0001770703,0.0001753074,0.00002691295,0.001454361,0.0007271907,0.0004434077,0.00005944859,0.005194122],"category_scores_gemma":[0.00004658076,0.0001296017,0.00007589557,0.0001468132,0.0004466652,0.001985374,0.0006927139,0.0003621475,0.001562256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003054075,"about_ca_system_score_gemma":0.000004265588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002204635,"about_ca_topic_score_gemma":0.00008445586,"domain_scores_codex":[0.9983139,0.0003124721,0.0003006825,0.0002822957,0.0005030056,0.0002876612],"domain_scores_gemma":[0.9992348,0.0001233528,0.0002855039,0.0002372568,0.000008905453,0.0001102049],"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":[0.0002048661,0.0006266249,0.283501,0.00001136762,0.0001588165,0.0001210301,0.006984464,0.003342091,0.447605,0.0008214458,0.2179393,0.038684],"study_design_scores_gemma":[0.003239888,0.0002872234,0.6920716,0.0003500238,0.0001553147,0.0002937479,0.008758636,0.0004524598,0.2040999,0.03738271,0.051859,0.001049547],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732679,0.00008176285,0.001679304,0.002127724,0.0002573097,0.0001995154,0.00001314339,0.0000246035,0.0223488],"genre_scores_gemma":[0.9947782,0.00008728291,0.003351983,0.001202589,0.000229072,0.000007065512,0.00001766805,0.00001351918,0.0003126621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4085706,"threshold_uncertainty_score":0.9998456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145114956014124,"score_gpt":0.2582035579137846,"score_spread":0.2267524083536434,"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."}}