{"id":"W4323361432","doi":"10.1080/17480930.2023.2185438","title":"Soil community catabolic profiles for a semiarid reclaimed surface coalmine","year":2023,"lang":"en","type":"article","venue":"International Journal of Mining Reclamation and Environment","topic":"Biocrusts and Microbial Ecology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Environmental remediation; Environmental science; Microbial population biology; Land reclamation; Ecosystem; Soil remediation; Soil water; Soil science; Ecology; Soil contamination; Contamination; Geology; Biology","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":[0.0005182857,0.00006296215,0.0001083671,0.00001973367,0.0001226488,0.00003124392,0.0001582785,0.0000551109,0.0001218425],"category_scores_gemma":[0.00006564295,0.00002957457,0.00004668272,0.00003896888,0.00004175698,0.00007532497,0.00006211372,0.00009870629,0.00001022324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004255311,"about_ca_system_score_gemma":0.000008074229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004047469,"about_ca_topic_score_gemma":0.0000476936,"domain_scores_codex":[0.9994135,0.00006052848,0.0002423694,0.00006593551,0.0001223833,0.00009527853],"domain_scores_gemma":[0.9994348,0.0002459359,0.0002033519,0.00002158999,0.00004936866,0.00004497588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001694118,0.0001382715,0.004778977,0.00001207549,0.00008925829,0.000005279328,0.001301891,0.0006218581,0.8274633,0.0001173501,0.01064482,0.1546575],"study_design_scores_gemma":[0.002880697,0.001592621,0.471572,0.000232312,0.0000755842,0.0002792223,0.007290281,0.002729656,0.09455857,0.001366946,0.4168645,0.0005575806],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924077,0.0000590115,0.00002258836,0.007014351,0.0002767809,0.00008193225,0.00004426177,0.00001003593,0.00008336954],"genre_scores_gemma":[0.9980652,0.0005379006,0.0004834997,0.0002184062,0.0001931804,0.000004195266,0.0001054331,0.000001028316,0.0003912119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7329047,"threshold_uncertainty_score":0.133409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02937746534838852,"score_gpt":0.2432494730984994,"score_spread":0.2138720077501108,"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."}}