{"id":"W7161996274","doi":"10.82308/39530","title":"Land use and soil structure impacts on soil microbial community response to flooding","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Western europe; Land use; Climatic variability; Ecological engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001009878,0.0001582535,0.0001835898,0.0001821652,0.0002929307,0.0003795128,0.000157008,0.0001636579,0.0006592344],"category_scores_gemma":[0.0002195764,0.0001059947,0.0001589152,0.0003002125,0.0002527155,0.0001929716,0.0002794946,0.0001418257,0.00007461761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119356,"about_ca_system_score_gemma":0.0009745097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1708509,"about_ca_topic_score_gemma":0.3213031,"domain_scores_codex":[0.9999131,0.00001049435,0.000004937907,0.00002046407,0.00001704897,0.00003406389],"domain_scores_gemma":[0.9998546,0.0000186819,0.00002834598,0.000007375906,0.00004523278,0.0000458304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001220631,0.0001271395,0.5343072,0.0001282109,0.0001304055,0.000301782,0.001013525,0.002073893,0.4454408,0.0001673659,0.0001887181,0.01490032],"study_design_scores_gemma":[0.000003267204,0.00008653176,0.9964916,0.000001846278,0.00001219904,0.00001629563,0.0002730099,0.0004796367,0.002320502,0.00002716512,0.0002847842,0.000003160082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995506,0.00004147313,0.00003307005,0.000007200284,5.725234e-7,0.00000290467,0.00008761818,0.000002104615,0.0002742669],"genre_scores_gemma":[0.9992313,0.00006199724,0.00007373696,0.00001049344,8.025709e-7,0.000005728705,0.000143885,0.000001719718,0.0004702222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1708509,"threshold_uncertainty_score":0.3397128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563254130865634,"score_gpt":0.2612071582834909,"score_spread":0.2455746169748346,"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."}}