{"id":"W4412121271","doi":"10.5194/epsc-dps2025-121","title":"Bioenergetic Modeling of Methanogens in Europa's Subsurface Ocean Environment","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bioenergetics; Astrobiology; Environmental science; Oceanography; Geology; Chemistry; Biology","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":[0.0001810892,0.0004705305,0.0004359293,0.0003955929,0.0004310792,0.001125481,0.0009749361,0.001169622,0.001820974],"category_scores_gemma":[0.00077326,0.0003110159,0.0009050455,0.0006325341,0.0004232753,0.0005768962,0.001072832,0.0004969756,0.0002932747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007101765,"about_ca_system_score_gemma":0.0008497479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02476751,"about_ca_topic_score_gemma":0.01048222,"domain_scores_codex":[0.9999274,0.00001397176,0.000007030051,0.00001850558,0.00001261543,0.00002045353],"domain_scores_gemma":[0.9998516,0.00007067784,0.00001395987,0.00001954069,0.00002729847,0.00001696286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005362411,0.00003417415,0.005933675,0.00006907208,0.0000244289,0.0001489512,0.000073294,0.984235,0.003557443,0.002793967,0.0004100255,0.002666194],"study_design_scores_gemma":[0.00002003344,0.00001360293,0.001289201,0.000009399394,0.000008309781,0.00002421685,0.00005850591,0.9948416,0.0008313845,0.001502376,0.001392145,0.000009232329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9184964,0.0006640474,0.04756124,0.0007725549,0.00008262308,0.00004752887,0.005021416,0.0009925668,0.02636156],"genre_scores_gemma":[0.9728206,0.0005284572,0.02165829,0.0001560906,0.00001484899,0.00008873289,0.001643246,0.0001946447,0.002895063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02476751,"threshold_uncertainty_score":0.04924673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726577334915966,"score_gpt":0.2278552085974717,"score_spread":0.2105894352483121,"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."}}