{"id":"W4407589968","doi":"10.1101/2025.02.12.637852","title":"The potential biofertilization effect of H <sub>2</sub> is accompanied by a modest impact on the composition of microbial communities in the rhizosphere of common vetch","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Botany and Plant Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rhizosphere; Composition (language); Agronomy; Biology; Bacteria; Linguistics; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.001049482,0.0002889273,0.0005145853,0.00002080504,0.0003564145,0.00004935623,0.0008172081,0.0002836999,0.00001111868],"category_scores_gemma":[0.00004347761,0.0000932445,0.0001934059,0.000387397,0.0003404835,0.00003830179,0.0002559181,0.0004770885,0.000001081359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004343943,"about_ca_system_score_gemma":0.00003520491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007668654,"about_ca_topic_score_gemma":0.0003723132,"domain_scores_codex":[0.9977726,0.001102202,0.0004761641,0.0002075259,0.0002089666,0.0002324943],"domain_scores_gemma":[0.9972161,0.001794696,0.0004983417,0.0002965264,0.0001730099,0.00002129231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004212354,0.0001912548,0.01570979,0.0001060904,0.0001475752,7.894403e-7,0.00007846149,0.0001291901,0.9824472,0.00009276495,0.0006521723,0.00002344144],"study_design_scores_gemma":[0.0002095678,0.0003188808,0.362722,0.0003824404,0.00009704494,1.801653e-8,0.00007412802,0.0004335585,0.6355685,0.00000780558,0.00003446568,0.0001515698],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961988,0.0007147986,0.000003151196,0.0005928774,0.0001666892,0.0007358029,0.001562539,0.00001915427,0.000006179291],"genre_scores_gemma":[0.9992256,0.0005630887,0.000003953691,0.000108142,0.00003745303,0.00005270656,0.000006412698,0.000002375916,3.240959e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3470122,"threshold_uncertainty_score":0.38024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009812282712296049,"score_gpt":0.2073268371033036,"score_spread":0.1975145543910076,"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."}}