{"id":"W7155079117","doi":"10.5281/zenodo.19686081","title":"Downselect of engineered aerosols for warming Mars and research roadmapping","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biocrusts and Microbial Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Mars Exploration Program; Global warming; Greenhouse gas; Work (physics); Greenhouse effect; Aerosol","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":[0.001951265,0.0004437537,0.0003276627,0.0005027039,0.0005882978,0.001375039,0.0006194882,0.0009333244,0.00495312],"category_scores_gemma":[0.001591715,0.0001768272,0.0007571065,0.0002474317,0.0004618145,0.001706886,0.001597822,0.001367978,0.001340248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005985991,"about_ca_system_score_gemma":0.0009111285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006725749,"about_ca_topic_score_gemma":0.001479183,"domain_scores_codex":[0.9992212,0.0001550311,0.00003098183,0.0001398388,0.0003021066,0.0001508363],"domain_scores_gemma":[0.9987122,0.0002722016,0.0001251042,0.0002647322,0.0004512054,0.0001745581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007242122,0.0002797658,0.009464174,0.001244068,0.0001309793,0.000616158,0.000382575,0.008967693,0.6769261,0.03527695,0.01576592,0.2502214],"study_design_scores_gemma":[0.0001096291,0.001258645,0.01075612,0.0002590225,0.0001837428,0.000908437,0.0009286714,0.01754479,0.5520191,0.02327606,0.3926641,0.00009177448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7070483,0.02717658,0.1564956,0.0135202,0.003394865,0.000454331,0.001878176,0.002354192,0.08767769],"genre_scores_gemma":[0.915471,0.005849929,0.06711777,0.001771672,0.0002290921,0.0001916127,0.0009547324,0.0003198459,0.008094376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00495312,"threshold_uncertainty_score":0.01656985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03962403072971137,"score_gpt":0.2589795612142423,"score_spread":0.2193555304845309,"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."}}