{"id":"W1998356702","doi":"10.1038/ismej.2010.108","title":"Microbial ecosystem responses to rapid climate change in the Arctic","year":2010,"lang":"en","type":"article","venue":"The ISME Journal","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":120,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"Université Laval","keywords":"Biology; Geomicrobiology; Climate change; Ecosystem; Arctic; Microbial ecology; Ecology; Environmental biotechnology; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0005429377,0.0002543537,0.0002597836,0.0004752866,0.0006174339,0.0009684312,0.0001407524,0.0005229658,0.0005552653],"category_scores_gemma":[0.0004508346,0.0001554241,0.0003851856,0.0003197378,0.0003768397,0.0003919319,0.0005738017,0.0002830944,0.0001136227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326464,"about_ca_system_score_gemma":0.0007612561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04022694,"about_ca_topic_score_gemma":0.05457323,"domain_scores_codex":[0.9997938,0.00004376389,0.0000111249,0.00003665985,0.00002781563,0.00008694761],"domain_scores_gemma":[0.9998053,0.00002757486,0.00004745359,0.00001302885,0.00005140144,0.00005536232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002310224,0.0002425049,0.5351323,0.0002444999,0.0006289337,0.0007032994,0.001337248,0.01173231,0.4158341,0.00131301,0.0007441656,0.02977752],"study_design_scores_gemma":[0.00002426304,0.0002028629,0.984677,0.00001548425,0.00006140667,0.0001497743,0.002011213,0.002714197,0.007227174,0.0007368681,0.002161811,0.00001795781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984799,0.0006358055,0.00007862654,0.000154104,0.00001440437,0.000001527892,0.00008545786,0.000003307616,0.000546869],"genre_scores_gemma":[0.9991873,0.0004852906,0.00006059139,0.00005334062,0.000009572936,0.000001524647,0.00007208511,0.000001641351,0.000128614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04022694,"threshold_uncertainty_score":0.07998556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05297310417861006,"score_gpt":0.2683541240700886,"score_spread":0.2153810198914786,"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."}}