{"id":"W7162030619","doi":"10.82308/38663","title":"Microbial diversity and activity in permafrost and ground ice from the Canadian High Arctic","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Firmicutes; Microbial population biology; Archaea; Crenarchaeota; Phylum; Arctic; Actinobacteria; Proteobacteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002497509,0.0004234161,0.000334689,0.002102024,0.001953038,0.0009093644,0.000313257,0.0001820558,0.000550556],"category_scores_gemma":[0.000372959,0.0001849,0.0002108921,0.00224717,0.0003905534,0.0001442181,0.0003990497,0.0001862512,0.0001070637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003347537,"about_ca_system_score_gemma":0.005803443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.862928,"about_ca_topic_score_gemma":0.9449823,"domain_scores_codex":[0.9995829,0.0000112417,0.00001480751,0.00007086231,0.0002007276,0.0001193957],"domain_scores_gemma":[0.9996952,0.00001779721,0.00003108029,0.000005968463,0.0001871295,0.00006282693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004853499,0.00008261093,0.582106,0.0003244479,0.0001218941,0.0003462456,0.005054321,0.0006027411,0.3739293,0.0002374354,0.0004429068,0.03626677],"study_design_scores_gemma":[0.000004071828,0.00005159085,0.986353,0.0000205558,0.0000273235,0.0001080519,0.001195353,0.0003097513,0.009194987,0.00002155555,0.002703536,0.00001023792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961395,0.0006701378,0.0002563618,0.00002349641,0.000003141397,0.00003336556,0.00136252,0.00000731805,0.001504199],"genre_scores_gemma":[0.9899497,0.001285827,0.002666325,0.00006043689,0.000005928565,0.00004809418,0.004036809,0.00001101613,0.001935843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.137072,"threshold_uncertainty_score":0.2757584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205121691079766,"score_gpt":0.2389440140472139,"score_spread":0.2268927971364162,"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."}}