{"id":"W1570862936","doi":"10.1002/0471263397.env107","title":"Sulfur Cycle in Soils","year":2003,"lang":"en","type":"other","venue":"Encyclopedia of Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Soil water; Sulfur; Sulfur cycle; Environmental science; Environmental chemistry; Chemistry; Soil science; Organic chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001775108,0.0004032248,0.0006655727,0.0001513192,0.000041891,0.000001744283,0.0005678017,0.0008306039,0.182019],"category_scores_gemma":[0.0000168844,0.0004182583,0.000123449,0.0001198756,0.001036626,0.00003457874,0.0004864614,0.0005468385,0.003737279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001666461,"about_ca_system_score_gemma":0.00001480514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006723559,"about_ca_topic_score_gemma":0.003788461,"domain_scores_codex":[0.9979729,0.0004629179,0.0004553953,0.000537392,0.00004809841,0.0005232716],"domain_scores_gemma":[0.9989426,0.00008729125,0.0003217222,0.0005781436,5.157934e-7,0.00006975511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004632897,0.0008934875,0.01891669,0.00003989351,0.00006899526,0.00003107829,0.0002776793,0.00009049004,0.2170476,0.00005403653,0.7610482,0.001485588],"study_design_scores_gemma":[0.0005691895,0.0001421356,0.005697477,0.00002647557,0.0000209873,0.00003519165,0.00003711645,7.367806e-7,0.0006180783,0.0002639544,0.9921532,0.0004354655],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1256239,0.0005987154,0.000003499182,0.0000302747,0.0005051043,0.0004219282,0.0003664424,0.00003212516,0.872418],"genre_scores_gemma":[0.1117106,0.006382323,0.001385705,0.0009321547,0.0001400192,0.00006695988,0.001271247,0.0005876692,0.8775233],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.231105,"threshold_uncertainty_score":0.9998269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003535163618405927,"score_gpt":0.1905732627217986,"score_spread":0.1870380991033927,"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."}}