{"id":"W6992781513","doi":"","title":"Microbial Communities in Bentonite Analogues of a Deep Geologic Repository","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Microcosm; Bentonite; Microbial population biology; Incubation; Heterotroph; Carbon fibers; Community structure; Total organic carbon; Anaerobic exercise; Thermophile","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":[0.00009988887,0.0002155516,0.0002077866,0.0003006296,0.0002364641,0.0004309223,0.0002245487,0.0002567894,0.0003686062],"category_scores_gemma":[0.0001407465,0.0001673194,0.0001491533,0.0003292036,0.0001546482,0.0001802114,0.0002766533,0.0002031397,0.00008649998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911056,"about_ca_system_score_gemma":0.000143064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003458938,"about_ca_topic_score_gemma":0.007406876,"domain_scores_codex":[0.999876,0.00001168868,0.000009001595,0.00005212002,0.00003252769,0.00001852315],"domain_scores_gemma":[0.9998968,0.00001204584,0.00002792136,0.000005885686,0.00002714085,0.00003025824],"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":[0.000333278,0.00008675565,0.05386051,0.00006061409,0.00002501665,0.0001847125,0.0005438215,0.0003548069,0.9385536,0.00004969824,0.00002604172,0.00592107],"study_design_scores_gemma":[0.00002953269,0.001974066,0.7909958,0.00002118623,0.00006369907,0.0005499648,0.002068633,0.00236745,0.199838,0.0000977657,0.001962328,0.00003145148],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997594,0.00001786196,0.00006730038,0.000003310661,6.064036e-7,0.00000346642,0.00005095787,0.000001676171,0.00009546531],"genre_scores_gemma":[0.9985628,0.00007019832,0.0005100681,0.000009800769,0.000001247722,0.000006865078,0.0003042374,0.000002126041,0.0005327038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003458938,"threshold_uncertainty_score":0.006877601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467904730382605,"score_gpt":0.2263351747944901,"score_spread":0.211656127490664,"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."}}