{"id":"W4400004093","doi":"10.18280/ijdne.190303","title":"Comprehension of Energy-Based Methods for Investigating Soil Suffusion Uncertainties","year":2024,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Comprehension; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00410095,0.00103075,0.001196416,0.00230251,0.0005748574,0.002762643,0.001922891,0.002199554,0.002611741],"category_scores_gemma":[0.01049468,0.0005149949,0.001166724,0.001246439,0.002945507,0.003936146,0.00244647,0.002359928,0.0004601355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009891043,"about_ca_system_score_gemma":0.001033032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020759,"about_ca_topic_score_gemma":0.0005911145,"domain_scores_codex":[0.9984926,0.0007228566,0.000117883,0.0002046981,0.0003980471,0.00006393569],"domain_scores_gemma":[0.9936762,0.004859893,0.0004556256,0.0004475625,0.0004742542,0.00008644717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003173054,0.00004525933,0.001640729,0.0008435943,0.00007080719,0.0002239759,0.0005154095,0.185056,0.002766659,0.7511483,0.001604421,0.05605315],"study_design_scores_gemma":[0.00001167461,0.00005441551,0.0006710369,0.000501556,0.00002575417,0.0001857918,0.0003025779,0.4019767,0.001608118,0.5766855,0.01792261,0.00005420207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00672958,0.005620839,0.9750714,0.002064211,0.0001484038,0.00005341875,0.0001206903,0.00007992168,0.01011149],"genre_scores_gemma":[0.5524682,0.02563244,0.4114345,0.001035265,0.0009538499,0.0007771811,0.0004161325,0.0002941605,0.006988289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00410095,"threshold_uncertainty_score":0.02168816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01724786383612639,"score_gpt":0.2869103814371834,"score_spread":0.2696625176010571,"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."}}