{"id":"W2062960446","doi":"10.1038/ismej.2008.10","title":"Something from (almost) nothing: the impact of multiple displacement amplification on microbial ecology","year":2008,"lang":"en","type":"review","venue":"The ISME Journal","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":221,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Biology; Metagenomics; Microbial ecology; Biomass (ecology); Microbial population biology; Ecology; Microorganism; Molecular ecology; Genome; Environmental DNA; Organism; Computational biology; Gene; Biodiversity; Genetics; Bacteria","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002125504,0.0008220264,0.00192505,0.001528996,0.0003576871,0.001565708,0.001402241,0.001573603,0.001493952],"category_scores_gemma":[0.002053941,0.0003813797,0.0004651811,0.001871249,0.001362921,0.002424357,0.0008297442,0.002044315,0.002950326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009153155,"about_ca_system_score_gemma":0.001157878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000994099,"about_ca_topic_score_gemma":0.001691556,"domain_scores_codex":[0.9989634,0.0001911311,0.00006306465,0.000177608,0.0005312779,0.00007353694],"domain_scores_gemma":[0.9983192,0.001024073,0.0001631058,0.00006315485,0.0003341755,0.00009615547],"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":[0.0000463784,0.00002942648,0.0004199975,0.007874618,0.00005682823,0.0002777968,0.0001354634,0.00027871,0.01062082,0.006339293,0.007195466,0.9667252],"study_design_scores_gemma":[0.00001800488,0.0001865826,0.002323663,0.002418864,0.00009852683,0.003331847,0.0003725723,0.0003613991,0.01334241,0.0142011,0.9632822,0.00006293592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004772989,0.9951708,0.001615046,0.0009271336,0.0002643487,0.000004255614,0.000008727056,0.00001593924,0.001516475],"genre_scores_gemma":[0.005084194,0.9896583,0.002661739,0.0007960276,0.0002799992,0.00001313058,0.00002354498,0.000009281612,0.001473854],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002125504,"threshold_uncertainty_score":0.01124084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05690424188305923,"score_gpt":0.3368815586855204,"score_spread":0.2799773168024612,"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."}}