{"id":"W4399146627","doi":"10.1051/e3sconf/202452903013","title":"Effect of different vegetation roots on mechanical properties of soil stabilization on slope","year":2024,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Vegetation (pathology); Soil science; Vegetation and slope stability; Slope stability; Geotechnical engineering; Geology; Environmental science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001618553,0.0001342837,0.0003213093,0.00009974388,0.00001496383,0.00001083488,0.00007954866,0.00005258648,0.00002075005],"category_scores_gemma":[0.00009692083,0.00008650374,0.00007273007,0.0001027198,0.00006343549,0.00004821892,0.00001554317,0.00007666098,0.000003071407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001834134,"about_ca_system_score_gemma":0.00004827934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001271903,"about_ca_topic_score_gemma":0.0007643173,"domain_scores_codex":[0.9991794,0.00007048133,0.0002895744,0.0001275258,0.0002403787,0.00009264379],"domain_scores_gemma":[0.9995171,0.0002488506,0.00003656666,0.0001195509,0.00005932661,0.00001861321],"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":[0.001024459,0.0005094368,0.03909207,0.02691486,0.0009570887,0.000002925533,0.004184123,0.02711323,0.6030282,0.0997111,0.0001707116,0.1972918],"study_design_scores_gemma":[0.0002433487,0.001470495,0.02398046,0.001149502,0.00005026453,1.126816e-7,0.00007945338,0.02678517,0.9456863,0.0003778343,0.0000682338,0.0001087632],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954348,0.0008651531,0.0001058232,0.00004543981,0.0003330419,0.0001886238,0.000006516342,0.0000775172,0.002943044],"genre_scores_gemma":[0.9998596,0.00006759346,0.000003983064,6.708404e-7,0.00002182218,0.00001956059,0.000003268363,0.00000954233,0.00001390921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3426581,"threshold_uncertainty_score":0.352752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820560994104438,"score_gpt":0.2350958476133452,"score_spread":0.2168902376723008,"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."}}