{"id":"W4401865729","doi":"10.22541/au.172463237.72594529/v1","title":"Grassland use impacts on soil ciliate communities on the Qinghai-Tibetan Plateau","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Guelph","funders":"","keywords":"Grassland; Plateau (mathematics); Ciliate; Loess plateau; Agroforestry; Environmental science; Geography; Ecology; Soil science; Biology; Mathematics","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":[0.0003216953,0.0002469937,0.0001872462,0.0006734058,0.000568704,0.0004923773,0.0001769817,0.0001857597,0.0006956049],"category_scores_gemma":[0.0003043555,0.00009685266,0.0002760616,0.0009316271,0.0003799713,0.0002200482,0.0003743694,0.000124244,0.00004932094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005205703,"about_ca_system_score_gemma":0.0004354348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0539223,"about_ca_topic_score_gemma":0.08710437,"domain_scores_codex":[0.999841,0.00004137328,0.00001160439,0.00003560353,0.00002464532,0.00004575771],"domain_scores_gemma":[0.999757,0.00003345864,0.00006618976,0.00001120652,0.00004573433,0.00008646515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008177261,0.00001982486,0.984327,0.00004744516,0.0001106639,0.0002528654,0.0009586001,0.0003219832,0.007734075,0.0000791254,0.0001086373,0.005958001],"study_design_scores_gemma":[0.0000012546,0.00001747752,0.999317,0.000003097734,0.000009377865,0.00001809715,0.0003165922,0.0001962241,0.00002769474,0.00001038641,0.00008061625,0.000002032001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996462,0.00006458841,0.00003938771,0.00001272736,0.000001101453,0.000001448056,0.00008078944,0.000001696478,0.0001522191],"genre_scores_gemma":[0.9997411,0.00002932759,0.00003348761,0.000009119006,0.000002038291,0.000002581927,0.0001154767,6.352491e-7,0.00006612284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0539223,"threshold_uncertainty_score":0.1072169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0784410983064623,"score_gpt":0.277884532225577,"score_spread":0.1994434339191147,"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."}}