{"id":"W6939481372","doi":"10.6084/m9.figshare.21865195.v1","title":"Role of in-situ point instruments in the estimation of variability in soil saturated hydraulic conductivity","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permeameter; Hydraulic conductivity; Infiltration (HVAC); Soil water; Spatial variability; Infiltrometer; Surface runoff; Probabilistic logic","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":[0.002939148,0.0004469535,0.0003908845,0.0004573166,0.0002222972,0.0007225371,0.0007241401,0.0005811866,0.0002784034],"category_scores_gemma":[0.004971657,0.0002520612,0.0002452776,0.0006527182,0.0003703589,0.0007970948,0.0008007804,0.0005351487,0.0001020588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000367552,"about_ca_system_score_gemma":0.0004624303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002928755,"about_ca_topic_score_gemma":0.009034241,"domain_scores_codex":[0.9988782,0.0005264126,0.00003787945,0.0003166533,0.0001858759,0.00005502373],"domain_scores_gemma":[0.9967127,0.0020899,0.000507027,0.0003061959,0.0003147956,0.0000694518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008658367,0.0003911491,0.4080087,0.0004115283,0.0003987254,0.0001764147,0.001427067,0.09788623,0.2289185,0.005584417,0.0003908053,0.2555406],"study_design_scores_gemma":[0.00005666438,0.0003443294,0.2679621,0.00006987221,0.0002428499,0.0002414513,0.0004785763,0.6612475,0.0620167,0.005134984,0.002074637,0.0001303131],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7237891,0.0004343082,0.2737649,0.0000870434,0.00001847693,0.00004335217,0.0002926591,0.0002148817,0.001355253],"genre_scores_gemma":[0.9432439,0.0001408824,0.05622011,0.0000196437,0.000008192492,0.00002773488,0.0001432233,0.00001968758,0.0001766337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002939148,"threshold_uncertainty_score":0.01554388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02616512775740158,"score_gpt":0.2369070791961672,"score_spread":0.2107419514387656,"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."}}