{"id":"W2073170250","doi":"10.1023/b:wate.0000036803.84061.e5","title":"Measurement and Prediction of the Oxygen Diffusion Coefficient in Unsaturated Media, with Applications to Soil Covers","year":2004,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":196,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Université du Québec en Abitibi-Témiscamingue; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Saturation (graph theory); Diffusion; Porous medium; Porosity; Flux (metallurgy); Statistical physics; Soil science; Thermodynamics; Mathematics; Mechanics; Environmental science; Chemistry; Geotechnical engineering; Engineering; Physics","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":[0.0001245516,0.0001265395,0.0001093733,0.00009721428,0.00007175081,0.00001120694,0.00007620689,0.00007670108,0.000001997833],"category_scores_gemma":[0.000005788454,0.0000755853,0.00002284761,0.0003296364,0.00004433335,0.00006901537,0.00002415492,0.0001169742,0.00000798415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002656942,"about_ca_system_score_gemma":0.00002721322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003200872,"about_ca_topic_score_gemma":0.0009521512,"domain_scores_codex":[0.9991454,0.00001917127,0.0001886885,0.0001570582,0.0002932746,0.0001963415],"domain_scores_gemma":[0.9996747,0.0000031334,0.00002068511,0.0001726932,0.00006881423,0.00005994573],"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":[0.00004978812,0.0000603545,0.000771472,0.00003330519,0.000020418,5.778064e-7,0.002121351,0.8230869,0.1719632,0.00005607185,0.00006980167,0.001766821],"study_design_scores_gemma":[0.003477704,0.0001615072,0.4004411,0.000565313,0.00007606904,0.00001529596,0.0006181111,0.02493473,0.567682,0.00026819,0.001373487,0.000386441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922753,0.00008666518,0.00618394,0.0005764643,0.0001527784,0.000398633,0.00002523874,0.00009436075,0.0002066204],"genre_scores_gemma":[0.9997201,0.0000203101,0.00004088586,0.00006897312,0.00003789204,0.00006786633,0.00001668994,0.00001586575,0.00001144247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7981521,"threshold_uncertainty_score":0.3082279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008009174876204258,"score_gpt":0.172699064222162,"score_spread":0.1646898893459577,"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."}}