{"id":"W4402589247","doi":"10.2139/ssrn.4960886","title":"Transitioning Microbial Communities: Significant Shifts from Farmland to Urban Impacts","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Environmental science; Geography; Environmental protection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001160987,0.0001167136,0.0001779836,0.0002831133,0.0003419249,0.0008173952,0.0001377727,0.0003675472,0.002866068],"category_scores_gemma":[0.0003271764,0.00007256604,0.0001310678,0.0005875236,0.0005352226,0.0006042494,0.0006455824,0.0002102059,0.0002960683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003552775,"about_ca_system_score_gemma":0.0002906875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004771473,"about_ca_topic_score_gemma":0.009591548,"domain_scores_codex":[0.9998986,0.00001436386,0.000002807369,0.00003231745,0.00001104058,0.0000408009],"domain_scores_gemma":[0.999881,0.00002047454,0.00002752131,0.000009994264,0.00002327041,0.00003767914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001896824,0.0002945135,0.7001711,0.0002568212,0.0001588181,0.0005504162,0.005715457,0.001071302,0.2002914,0.001769508,0.001496615,0.08632709],"study_design_scores_gemma":[0.000004428572,0.00007639152,0.9941931,0.000006672859,0.00001059617,0.0000669537,0.002761591,0.0002333375,0.001312496,0.000416781,0.0009129468,0.000004719382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989659,0.0001380723,0.0001344784,0.00006715814,0.000003303959,0.00000220151,0.0001201964,0.000003469087,0.0005651522],"genre_scores_gemma":[0.9995035,0.00008973864,0.00005176896,0.00003452024,0.000003285813,0.000001555393,0.00008511303,0.000002113943,0.0002283306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004771473,"threshold_uncertainty_score":0.009587944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009794761354710784,"score_gpt":0.2034929590163177,"score_spread":0.1936981976616069,"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."}}