{"id":"W1255934516","doi":"","title":"Relative Importance of Physical Constraints on Decomposition","year":2011,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Electrokinetic Soil Remediation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Soil respiration; Decomposition; Soil carbon; Soil science; Organic matter; Soil water; Carbon cycle; Soil organic matter; Environmental chemistry; Chemistry; Ecology; Ecosystem","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002706938,0.0002804689,0.0002506829,0.0002348063,0.0003263166,0.0008429884,0.0002869205,0.0002437738,0.001295816],"category_scores_gemma":[0.0005690714,0.0002218511,0.0001267123,0.0001308737,0.0005502882,0.0002591503,0.0004592917,0.0002028937,0.0001648415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009785169,"about_ca_system_score_gemma":0.0007217612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01261838,"about_ca_topic_score_gemma":0.03692348,"domain_scores_codex":[0.999759,0.00002778969,0.00001683018,0.00007046187,0.00006639169,0.00005949043],"domain_scores_gemma":[0.9994411,0.0001282029,0.0001530848,0.0000429887,0.00008766014,0.0001469709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007157809,0.00005244577,0.08518935,0.0002115428,0.00006185281,0.0002085348,0.0001183032,0.001745349,0.8979507,0.0003730989,0.0001521477,0.01322079],"study_design_scores_gemma":[0.00001359107,0.0001667888,0.9705363,0.00001146191,0.00001689082,0.0001927748,0.0002096338,0.001349124,0.02597565,0.0001889134,0.001325318,0.00001354158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997768,0.0005981568,0.0002456971,0.0000306615,0.000003976649,0.000005005872,0.0000772278,0.000006299841,0.001264927],"genre_scores_gemma":[0.9991643,0.0001854979,0.0001534237,0.00001624112,0.00000251347,0.000004076595,0.0001351578,0.000004361802,0.0003342989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01261838,"threshold_uncertainty_score":0.02508986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005400631848092434,"score_gpt":0.2631465084878118,"score_spread":0.2577458766397194,"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."}}