{"id":"W2084682501","doi":"10.5539/jas.v6n8p149","title":"Evaluation and Modeling of Microbial Population Dynamics of Degraded Sandy Quarry for Their Rehabilitation and Revegetation","year":2014,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Soil and Environmental Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revegetation; Wadi; Desertification; Environmental science; Soil retrogression and degradation; Population; Organic matter; Flora (microbiology); Soil nutrients; Soil water; Nutrient; Agroforestry; Ecology; Agronomy; Hydrology (agriculture); Geography; Soil science; Biology; Geology; Land reclamation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001279827,0.00005758862,0.0001365417,0.00001551772,0.000132627,0.000015946,0.00006618571,0.00002670036,0.000001149925],"category_scores_gemma":[0.0003248603,0.00001905481,0.00004127527,0.0001600056,0.0001208945,0.0003034861,0.00002113653,0.00002995596,2.920971e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004866248,"about_ca_system_score_gemma":0.000003678856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009579758,"about_ca_topic_score_gemma":0.000202331,"domain_scores_codex":[0.999222,0.00004883467,0.0002805898,0.00009639401,0.0002771318,0.00007506126],"domain_scores_gemma":[0.9991894,0.0001734051,0.0003096217,0.00001378843,0.0002817705,0.00003205192],"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":[0.00003755884,0.00004170946,0.04512887,0.00002537608,0.000009294412,8.670902e-9,0.0006843118,0.002131067,0.813876,0.000203592,0.000008040054,0.1378542],"study_design_scores_gemma":[0.0001786258,0.0004920419,0.9691878,0.00004580527,0.00002836297,0.000005722704,0.001649425,0.02448786,0.001607813,0.00226519,0.000002355965,0.0000489917],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989474,0.0001614775,0.00006789952,0.0006134404,0.00005588632,0.0001328141,0.000004163123,0.000001632479,0.00001524331],"genre_scores_gemma":[0.9987712,0.00004396252,0.001122059,0.000005614626,0.00004772646,0.000001684819,0.000006122849,2.438951e-7,0.000001421539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9240589,"threshold_uncertainty_score":0.1020073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372059664077229,"score_gpt":0.2390020441750088,"score_spread":0.2152814475342365,"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."}}