{"id":"W2214853138","doi":"10.3389/fmicb.2015.01364","title":"Editorial: Microbial Responses to Environmental Changes","year":2015,"lang":"en","type":"editorial","venue":"Frontiers in Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Biology; Ecology; Microbiology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001326779,0.0006887535,0.001155956,0.0003570019,0.0001989983,0.0000263273,0.001737201,0.003249771,0.002169213],"category_scores_gemma":[0.0006430746,0.0007351966,0.0001328566,0.0002868815,0.0009289219,0.00008024203,0.001843139,0.002209376,0.002317409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595459,"about_ca_system_score_gemma":0.0001816599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004812268,"about_ca_topic_score_gemma":0.003472287,"domain_scores_codex":[0.995558,0.001468277,0.0005551599,0.001116207,0.0001926127,0.001109721],"domain_scores_gemma":[0.9981057,0.0004677881,0.0002700048,0.0008918958,0.00002207345,0.0002425616],"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":[0.0009073425,0.0001406466,0.0004721013,0.00001050814,0.00004112902,0.00001367054,0.0004570247,0.00002191756,0.1499937,2.56626e-7,0.8476197,0.0003220075],"study_design_scores_gemma":[0.0008942139,0.0005888707,0.00004677031,0.00002602878,0.00003468353,0.000009234337,0.00009413448,8.181913e-7,0.0006561155,0.0001803394,0.9967372,0.0007315946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01268998,0.0003135249,0.0000258451,0.0002876704,0.9835396,0.0006752551,0.001962284,0.00005938188,0.0004464404],"genre_scores_gemma":[0.0004545548,0.0002980971,0.002380746,0.0007320581,0.9858476,0.000100749,0.004583639,0.0001070932,0.005495472],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1493376,"threshold_uncertainty_score":0.9995099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006715083392295527,"score_gpt":0.2278142833363147,"score_spread":0.2210991999440192,"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."}}