{"id":"W1248902547","doi":"","title":"Laboratory measurements and predictive equations for gas diffusion coefficient of unsaturated soils","year":2002,"lang":"en","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Saturation (graph theory); Diffusion; Soil water; Thermodynamics; Mineralogy; Chemistry; Physics; Environmental science; Soil science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007220272,0.0005039925,0.0002421511,0.0002911837,0.000180927,0.0004615159,0.0005986399,0.0006648048,0.0005225233],"category_scores_gemma":[0.002388382,0.0002551884,0.0004477999,0.0002959255,0.0003962585,0.0005809789,0.0002138097,0.0005767365,0.0001426749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000764465,"about_ca_system_score_gemma":0.0003973919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004726996,"about_ca_topic_score_gemma":0.002885638,"domain_scores_codex":[0.9998081,0.00004317617,0.00001464086,0.00005568793,0.00006184943,0.00001656504],"domain_scores_gemma":[0.9988554,0.0008352265,0.0001213172,0.00007203437,0.0001062501,0.000009855235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001199112,0.0001610192,0.007330379,0.0001592398,0.00002597635,0.00007972268,0.00007595534,0.9057912,0.05471572,0.003364159,0.0003798651,0.02779692],"study_design_scores_gemma":[0.00001418661,0.00005526411,0.001050081,0.000005505876,0.00000905186,0.00001716618,0.0000109457,0.976617,0.02134866,0.0006426199,0.0002177549,0.00001166732],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4790443,0.0005663964,0.515378,0.0001999946,0.00004844405,0.0001125606,0.0004981715,0.001040781,0.003111371],"genre_scores_gemma":[0.9664034,0.0003163382,0.03222917,0.000017655,0.000007880195,0.0001509242,0.0001774625,0.00001990493,0.0006773081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004726996,"threshold_uncertainty_score":0.009398997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146501396213718,"score_gpt":0.2236187156840954,"score_spread":0.2089685760627236,"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."}}