{"id":"W4416203712","doi":"10.1186/s12866-025-04463-w","title":"Plant identity and environmental filtering are the key drivers of bacterial community structure in four desert plant species from the Sahara Desert in Morocco","year":2025,"lang":"en","type":"article","venue":"BMC Microbiology","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Université Mohammed VI Polytechnique","keywords":"Desert (philosophy); Key (lock); Plant species; Community structure; Plant community; Community; Desert climate; Entomology","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":[0.0001963344,0.0002954195,0.0002916285,0.0006545593,0.0005380079,0.0003482751,0.0001979963,0.0002001556,0.0006016005],"category_scores_gemma":[0.0002927866,0.00008436466,0.0001776104,0.0004919161,0.0002582385,0.0001712571,0.000314611,0.000106659,0.0001061879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005012443,"about_ca_system_score_gemma":0.0002335321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01627211,"about_ca_topic_score_gemma":0.03224009,"domain_scores_codex":[0.9998627,0.00002587473,0.00000927405,0.00004434887,0.00001651849,0.00004118773],"domain_scores_gemma":[0.9998317,0.00002867009,0.00006210268,0.000009326101,0.00004105394,0.00002723437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001918968,0.00003362064,0.9480648,0.0001042829,0.00008492385,0.0003124318,0.001577599,0.000146257,0.04024277,0.00003935152,0.00008815882,0.009113919],"study_design_scores_gemma":[0.000001185092,0.00003045441,0.9983696,0.000007517851,0.00001143692,0.00008812537,0.0007367305,0.00009816303,0.0003717887,0.00001099137,0.0002713272,0.000002675286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995005,0.000218122,0.00004297641,0.000008459177,0.000001135761,0.00000191562,0.0001164506,9.657712e-7,0.0001094233],"genre_scores_gemma":[0.9995577,0.00007355606,0.0001057966,0.00001079516,0.000001759437,0.000003259117,0.0001779781,6.516283e-7,0.00006845014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01627211,"threshold_uncertainty_score":0.03235477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02682416364371779,"score_gpt":0.2069383332122011,"score_spread":0.1801141695684833,"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."}}