{"id":"W4400130619","doi":"10.3390/d16070374","title":"Rock Surface Colonization by Groundwater Microorganisms in an Aquifer System in Quebec, Canada","year":2024,"lang":"en","type":"article","venue":"Diversity","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aquifer; Microbial population biology; Colonization; Ecology; Archaea; Groundwater; Community structure; Biology; Geology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002168151,0.0002571837,0.0002978272,0.0009615143,0.002631102,0.0009228469,0.0007177124,0.0003282148,0.001813968],"category_scores_gemma":[0.0004383574,0.0002172426,0.0001518481,0.002179127,0.0007065443,0.0002698576,0.0004788442,0.0002523132,0.0001679873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02544238,"about_ca_system_score_gemma":0.01637291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9946865,"about_ca_topic_score_gemma":0.9982063,"domain_scores_codex":[0.9996489,0.00002458582,0.00001379418,0.00008764544,0.00009842819,0.00012658],"domain_scores_gemma":[0.9995582,0.00002843678,0.00005284221,0.000008467406,0.0002516664,0.0001004875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002515799,0.0001505399,0.9413973,0.0001552908,0.00007002598,0.001037598,0.005494731,0.0009683563,0.02058679,0.0003241478,0.001784696,0.02777895],"study_design_scores_gemma":[0.000009223724,0.00006291776,0.9919201,0.00002856994,0.00001719416,0.00009531817,0.003866803,0.001217152,0.0007298759,0.00002982069,0.002004938,0.00001808735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970616,0.0001845547,0.0001353812,0.00009093519,0.000002645821,0.00003883122,0.0009945699,0.00001341354,0.001478174],"genre_scores_gemma":[0.9972058,0.0001696006,0.0004254594,0.00006289483,0.000001268582,0.00001627328,0.0006189473,0.000004144445,0.001495413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02544238,"threshold_uncertainty_score":0.1845982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005866648472189807,"score_gpt":0.1771064914869427,"score_spread":0.1712398430147529,"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."}}