{"id":"W3005163728","doi":"10.3390/molecules25030706","title":"Digital PCR as an Emerging Tool for Monitoring of Microbial Biodegradation","year":2020,"lang":"en","type":"review","venue":"Molecules","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Biodegradation; Digital polymerase chain reaction; Polymerase chain reaction; Biology; Computational biology; Biochemical engineering; Gene; Ecology; Engineering; Biochemistry","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"],"consensus_categories":[],"category_scores_codex":[0.00006944286,0.0003051177,0.0005470036,0.00006304964,0.00006718998,0.00004081974,0.0003636789,0.0003816203,0.000003095354],"category_scores_gemma":[0.00007494178,0.0002895951,0.0004236244,0.0001125086,0.00006464955,0.00000472876,0.0001325277,0.0001040803,0.000005639977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001441049,"about_ca_system_score_gemma":0.0001327319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002942216,"about_ca_topic_score_gemma":4.622179e-7,"domain_scores_codex":[0.9987158,0.00004263667,0.0004319333,0.0005397661,0.00007268762,0.0001972254],"domain_scores_gemma":[0.9991281,0.00001174965,0.0002845617,0.0004321997,0.00008070364,0.00006268876],"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":[0.00001423139,0.00005321039,0.000007409724,0.001017325,0.0001247547,0.000001779752,0.000005894075,5.883454e-7,0.04357059,0.0003919076,0.0003789547,0.9544334],"study_design_scores_gemma":[0.00009943981,0.0002541207,9.417145e-7,0.0003722721,0.0001566202,0.00001821863,0.00000720791,0.000003714065,0.03802062,0.00006452634,0.9607094,0.0002929082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009622514,0.9568331,0.03994925,0.00004084044,0.00009862203,0.001197436,0.0006308182,0.00004777072,0.0002398591],"genre_scores_gemma":[0.0005805735,0.9810952,0.01243751,0.00003388413,0.0003854802,0.0004158528,0.004790951,0.00008683022,0.0001737135],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9603304,"threshold_uncertainty_score":0.9999556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848366094532001,"score_gpt":0.3375489594384254,"score_spread":0.3090652984931054,"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."}}