{"id":"W4404241262","doi":"10.1093/femsec/fiae144","title":"Microbial solutions must be deployed against climate catastrophe","year":2024,"lang":"en","type":"article","venue":"FEMS Microbiology Ecology","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Biology; Ecosystem; Ecology; Indigenous; Extreme environment; Microbial ecology; Bacteria; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001296004,0.0007560949,0.0004721981,0.0004599734,0.0008520059,0.002315592,0.0006701544,0.002700326,0.006415646],"category_scores_gemma":[0.001788701,0.0001767559,0.0004324777,0.000265138,0.0008133287,0.002494335,0.002278815,0.001918894,0.002565044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005823325,"about_ca_system_score_gemma":0.001655676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006077801,"about_ca_topic_score_gemma":0.001268697,"domain_scores_codex":[0.9992146,0.000189691,0.00003089815,0.0001043047,0.0002747527,0.0001856605],"domain_scores_gemma":[0.9991009,0.00008981369,0.0001529592,0.00009782825,0.0003641512,0.0001944707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004989521,0.0006561874,0.006603737,0.002007538,0.0002628556,0.0006017989,0.0005992155,0.00818272,0.5002198,0.02293065,0.04372789,0.4137088],"study_design_scores_gemma":[0.0001382717,0.00223758,0.00761112,0.001215437,0.0002186377,0.0006570128,0.008530287,0.009604957,0.1799136,0.03779101,0.7519781,0.0001039683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4528351,0.04947952,0.1388503,0.2154509,0.01627474,0.001401809,0.001359939,0.004025607,0.1203221],"genre_scores_gemma":[0.8583467,0.02376859,0.06692564,0.02259665,0.001661123,0.0004730754,0.000720471,0.0001921957,0.02531556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006415646,"threshold_uncertainty_score":0.02146244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113405706099666,"score_gpt":0.2154776066419818,"score_spread":0.2041370360320152,"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."}}