{"id":"W4200008874","doi":"10.1002/essoar.10509856.1","title":"Soil Water Retention curve and Hydraulic Conductivity of Fungi-Treated Sand","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Slime Mold and Myxomycetes Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Louisiana Board of Regents","keywords":"Hydraulic conductivity; Mycelium; Soil water; Water retention; Porosity; Wetting; Scanning electron microscope; Materials science; Soil science; Chemistry; Botany; Composite material; Environmental science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001824822,0.0002036763,0.0003583287,0.0001196929,0.00002345567,0.00007046881,0.00009962939,0.0002622425,0.0005111333],"category_scores_gemma":[0.00001257746,0.0001577283,0.00009920591,0.00007133997,0.00005344214,0.00008070313,0.0003610052,0.0004103546,0.00001042846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003899573,"about_ca_system_score_gemma":0.00001825729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004479245,"about_ca_topic_score_gemma":0.00003753897,"domain_scores_codex":[0.9989664,0.00005295956,0.0002206951,0.0003059283,0.0001905568,0.0002634528],"domain_scores_gemma":[0.9994206,0.0000344637,0.00001971042,0.000343562,0.0001022824,0.0000794217],"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":[0.00002254634,0.00006052608,0.01814525,0.00218519,0.0005718109,0.00004803785,0.0008337136,0.00309056,0.9575102,0.00001927762,0.0007401547,0.01677275],"study_design_scores_gemma":[0.0003177749,0.00002502032,0.01423919,0.000140557,0.00005129089,0.000009961797,0.00006757694,0.01557849,0.9687856,0.0001046948,0.0004099577,0.000269897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882717,0.00257206,0.00008980693,0.00004255502,0.0002334275,0.0002048327,0.00001931689,0.0001390672,0.008427192],"genre_scores_gemma":[0.9975036,0.001092777,0.0001624984,0.000006494138,0.00005406058,0.00002271779,0.0001993755,0.00003273605,0.0009257497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01650285,"threshold_uncertainty_score":0.6431971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03049909568920654,"score_gpt":0.2500895582986535,"score_spread":0.219590462609447,"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."}}