{"id":"W4408337552","doi":"10.1101/2025.03.05.641730","title":"Aspen-associated soil microbiomes reveal different strategies for nitrogen acquisition across ecosystems in Mexico and Canada","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre Intégré de Santé et de Services Sociaux des Laurentides","funders":"","keywords":"Nitrogen; Agroforestry; Forestry; Environmental science; Nitrogen cycle; Geography; Microbiome; Biology; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001751291,0.0002082564,0.0001949888,0.001104321,0.001236789,0.000787813,0.0002782187,0.0001700709,0.0009030901],"category_scores_gemma":[0.0003031985,0.0001008936,0.0001744066,0.001264898,0.0003380637,0.000187072,0.0005623359,0.0002518047,0.00006802925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004988349,"about_ca_system_score_gemma":0.003167305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8670675,"about_ca_topic_score_gemma":0.9496327,"domain_scores_codex":[0.9997991,0.00001077912,0.000005724192,0.00007266564,0.00003328592,0.00007854789],"domain_scores_gemma":[0.9997751,0.00001293612,0.00005674207,0.0000112798,0.00008548829,0.00005853617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002623142,0.00002542404,0.9743225,0.00003053029,0.00008619892,0.0001391731,0.0009900263,0.0002040886,0.01484356,0.0001779406,0.0002833008,0.008634899],"study_design_scores_gemma":[0.000001690445,0.000004778191,0.9985127,0.000005455575,0.00001079074,0.00001661002,0.0007140847,0.00008824776,0.0002339561,0.00001180109,0.0003979404,0.000002062107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986181,0.0001449193,0.00007454144,0.00002965602,0.000001157348,0.000003265545,0.0005758769,0.000003585593,0.000548748],"genre_scores_gemma":[0.9978689,0.0002150532,0.0003069917,0.00003424568,0.000001239753,0.000004623996,0.001041297,0.000004182184,0.0005235084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1329325,"threshold_uncertainty_score":0.2674308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007031949275838392,"score_gpt":0.208570774229698,"score_spread":0.2015388249538596,"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."}}