{"id":"W7020861263","doi":"","title":"Microbial Ecology of Dry Permafrost from Elephant Head, Antarctica","year":2023,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Nuclear Safety and Security Commission; Polar Knowledge Canada; National Aeronautics and Space Administration","keywords":"Permafrost; Microcosm; Microbial ecology; Microorganism; Extremophile; Microbial population biology; Arthrobacter; Adaptation (eye)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007461954,0.0002460998,0.000157024,0.0008177715,0.0004699836,0.0004790442,0.0001152718,0.0001871107,0.001241029],"category_scores_gemma":[0.0000834521,0.000101256,0.000118408,0.0007997265,0.0001798197,0.0001810146,0.000311619,0.0001746612,0.00034937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989349,"about_ca_system_score_gemma":0.0002665086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005433943,"about_ca_topic_score_gemma":0.01212976,"domain_scores_codex":[0.9999508,0.000004068765,0.000003493327,0.00001183919,0.00001560192,0.00001422219],"domain_scores_gemma":[0.9999548,0.000005439405,0.00001396825,0.000002264737,0.00001077268,0.00001281655],"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":[0.0004843701,0.00006280347,0.2090127,0.0002678954,0.00005005745,0.0007367936,0.002270258,0.0002409989,0.760334,0.00007760209,0.0002511815,0.02621131],"study_design_scores_gemma":[0.000006796267,0.000242857,0.9823259,0.00002786592,0.00001705048,0.0003917001,0.001446272,0.00007212121,0.01335353,0.00003288026,0.00207799,0.000005153978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983779,0.0003290622,0.00004168153,0.00002577688,0.000002079379,0.000008704596,0.0003553715,0.000002214926,0.0008572133],"genre_scores_gemma":[0.9940073,0.001328277,0.000373795,0.0000836051,0.00001157256,0.000027603,0.001788701,0.000004631102,0.002374346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005433943,"threshold_uncertainty_score":0.01080465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328111903293452,"score_gpt":0.2342882739452781,"score_spread":0.2210071549123435,"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."}}