{"id":"W1799264173","doi":"10.1111/j.1574-6941.2006.00267.x","title":"Cultivation-independent and -dependent characterization of Bacteria resident beneath John Evans Glacier","year":2007,"lang":"en","type":"article","venue":"FEMS Microbiology Ecology","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Directorate for Biological Sciences; University of Alberta","keywords":"Betaproteobacteria; Biology; Bacteroidetes; Gammaproteobacteria; Actinobacteria; Flavobacterium; Alphaproteobacteria; Acidobacteria; Library; Microbiology; 16S ribosomal RNA; Botany; Bacteria; Genetics; Pseudomonas","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009380533,0.0001688443,0.0002950265,0.0001291425,0.0001462934,0.00001050662,0.0002437705,0.0003303691,0.004070351],"category_scores_gemma":[0.0001094897,0.0001572102,0.00004408053,0.0001330081,0.0004858144,0.0001417466,0.0003891232,0.0002097063,0.0003695742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002293771,"about_ca_system_score_gemma":0.00003310093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002101447,"about_ca_topic_score_gemma":0.003997274,"domain_scores_codex":[0.9982251,0.0001687539,0.0004375835,0.0004487073,0.00007645099,0.0006434284],"domain_scores_gemma":[0.9992646,0.0001339447,0.0002054757,0.0002286338,0.00002723174,0.0001401305],"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":[0.00008522794,0.00006418014,0.2975849,0.000004251383,0.00002118703,0.00001297578,0.0002167201,0.000002581139,0.7011348,0.00005740018,0.0001389619,0.0006768135],"study_design_scores_gemma":[0.0005844947,0.00030875,0.8914512,0.000003051229,0.00001020749,0.0001269058,0.00006585256,0.000009980466,0.1000473,0.0001057011,0.007148186,0.0001384007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977092,0.00001865404,0.0003756503,0.0003007477,0.0003843003,0.0003664979,0.00005680104,0.00002241967,0.0007658015],"genre_scores_gemma":[0.9978176,0.00007884625,0.0002431267,0.0003046226,0.00005078255,0.00001615607,0.0001951671,0.0000145313,0.001279151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6010875,"threshold_uncertainty_score":0.9968401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007210816280868938,"score_gpt":0.2303414159097917,"score_spread":0.2231305996289228,"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."}}