{"id":"W4396498501","doi":"10.1093/mnras/stae1142","title":"Simulating biosignatures from pre-oxygen photosynthesizing life on TRAPPIST-1e","year":2024,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Science and Technology Facilities Council; University of Exeter; Met Office; UK Research and Innovation; Leverhulme Trust; John Templeton Foundation","keywords":"Physics; Astrobiology; Astronomy","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":[0.0002475223,0.0005260404,0.0003992198,0.0002694314,0.0005287908,0.0005445819,0.001161104,0.001236236,0.002606887],"category_scores_gemma":[0.0008768616,0.0003754803,0.0008241566,0.0003118478,0.0006775422,0.0005162455,0.0007144483,0.00110872,0.0002349969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100493,"about_ca_system_score_gemma":0.0005285315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01773638,"about_ca_topic_score_gemma":0.01342051,"domain_scores_codex":[0.9999194,0.00001556931,0.000002081613,0.00002197449,0.00001256081,0.00002854949],"domain_scores_gemma":[0.999622,0.0001809643,0.00003116234,0.00003589531,0.0000455022,0.00008437559],"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":[0.0002358395,0.000173406,0.01606327,0.00005749601,0.00008042216,0.0003314106,0.00007596889,0.9740545,0.005660697,0.001227178,0.0006528957,0.00138691],"study_design_scores_gemma":[0.0001191319,0.0001437002,0.007908186,0.000007102943,0.00002490534,0.00003714598,0.00008110366,0.9892966,0.001141988,0.0005494514,0.0006728293,0.00001787319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952548,0.00005771595,0.0008829315,0.0001261934,0.00001679825,0.0000145855,0.0006058784,0.00008689528,0.002954239],"genre_scores_gemma":[0.996371,0.00004203073,0.001891238,0.00005892087,0.000005966156,0.00002758975,0.000885611,0.00004073688,0.0006769308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01773638,"threshold_uncertainty_score":0.03526628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005757658524052901,"score_gpt":0.1911647704792899,"score_spread":0.185407111955237,"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."}}