{"id":"W4205467535","doi":"10.3390/microorganisms10010129","title":"From Surface to Subsurface: Diversity, Composition, and Abundance of Sessile and Endolithic Bacterial, Archaeal, and Eukaryotic Communities in Sand, Clay and Rock Substrates in the Laurentians (Quebec, Canada)","year":2022,"lang":"en","type":"article","venue":"Microorganisms","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Environment","keywords":"Abundance (ecology); Ecology; Groundwater; Ecosystem; Aquifer; Microbial population biology; Habitat; Plankton; Biology; Earth science; Environmental science; Geology; Paleontology; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002476383,0.0001087116,0.0001947332,0.00002358137,0.0005559158,0.00002314876,0.000241738,0.00004248303,0.000698405],"category_scores_gemma":[0.00000371043,0.0001052788,0.000006189301,0.000109394,0.0002749892,0.00007078057,0.001236076,0.000285804,7.282379e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006493717,"about_ca_system_score_gemma":0.00002903345,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.746033,"about_ca_topic_score_gemma":0.9584091,"domain_scores_codex":[0.9988521,0.0006064119,0.0001460386,0.000151165,0.00007500355,0.0001693195],"domain_scores_gemma":[0.999424,0.0003243852,0.00005011575,0.0001558188,0.000004452334,0.00004127095],"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":[0.00006589898,0.00006109954,0.4742362,0.0000178165,0.000008359606,0.000007922898,0.02743443,0.0004345245,0.496826,0.00001251147,0.0008694521,0.00002579807],"study_design_scores_gemma":[0.0005699046,0.00008554428,0.975009,0.00001549904,0.00001215457,0.00002359971,0.009643946,0.0000424796,0.01375844,0.0004225812,0.0002646785,0.0001521771],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998517,0.000386796,0.000003912951,0.000678644,0.00003713004,0.0001789355,0.0001650327,0.000003653463,0.00002884369],"genre_scores_gemma":[0.9992533,0.0001123477,0.00007659812,0.0004507634,0.000003465446,0.000002557229,0.00007748706,0.000005520568,0.00001801157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5007728,"threshold_uncertainty_score":0.7647045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009048167736060675,"score_gpt":0.1928248627198491,"score_spread":0.1837766949837884,"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."}}