{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002497337,0.00005970804,0.00006094323,0.00002169721,0.000008540669,9.83749e-7,0.00003141597,0.00007133306,0.000009137204],"category_scores_gemma":[0.0000255282,0.00006162153,0.00001726338,0.00003742251,0.00008829121,0.00001204902,0.000003982959,0.0000528315,8.610407e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001595946,"about_ca_system_score_gemma":0.00002920765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001308869,"about_ca_topic_score_gemma":3.680681e-8,"domain_scores_codex":[0.9997448,0.000009451602,0.00007817861,0.00008960945,0.00002071358,0.00005728968],"domain_scores_gemma":[0.9998199,0.00001387569,0.00003178816,0.00008251257,0.00002831639,0.00002365095],"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":[0.000003855435,0.00004485994,0.0008799993,0.00001690433,0.00001333158,1.672482e-7,0.0001037614,4.004909e-7,0.9856948,0.00575642,0.00006211334,0.007423351],"study_design_scores_gemma":[0.00004555823,0.0000628074,0.00165975,0.00001466742,0.000007838329,0.000003345827,0.00001776915,0.00004172202,0.9923827,0.00568957,0.00001812827,0.00005611174],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838651,0.0001780851,0.003783444,0.00001915522,0.00003508986,0.00005919062,0.000003161609,0.00004767463,0.01200911],"genre_scores_gemma":[0.9979185,0.00001906241,0.001925885,0.00003952933,0.00002225775,0.00001993625,0.00004387658,0.000005185286,0.000005698316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01405348,"threshold_uncertainty_score":0.2512853,"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."}}