{"id":"W4385452328","doi":"10.1109/icces57224.2023.10192680","title":"Machine Learning based Prediction of Parameters that Influence Life on Mars","year":2023,"lang":"en","type":"article","venue":"","topic":"Time Series Analysis and Forecasting","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Weather forecasting; Mars Exploration Program; Global Forecast System; Context (archaeology); Weather prediction; Model output statistics; Meteorology; Wind speed; Numerical weather prediction; Tropical cyclone forecast model; Computer science; Probabilistic forecasting; Environmental science; Artificial intelligence; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003006139,0.00007730217,0.000122501,0.0001649564,0.00008632475,0.00005260056,0.0002705038,0.00002853213,0.00003623432],"category_scores_gemma":[0.0001392718,0.00006273999,0.00007334767,0.0007112938,0.00002501461,0.0002180485,0.00009183215,0.00009669521,0.00004565463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001050849,"about_ca_system_score_gemma":0.00001950883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001594458,"about_ca_topic_score_gemma":0.000005525733,"domain_scores_codex":[0.9991614,0.00004336507,0.0001688283,0.0002137287,0.000253422,0.0001593174],"domain_scores_gemma":[0.9994255,0.0001386795,0.0001003908,0.0002401868,0.00003457271,0.00006061014],"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":[0.00001837372,0.00003539433,0.0726332,0.00002254697,0.00004541717,0.00000689121,0.0002551823,0.8799788,0.0009113943,0.003598119,0.0003377323,0.04215694],"study_design_scores_gemma":[0.0001076388,0.0001407954,0.03264351,0.00001951689,0.000004931192,3.866128e-7,0.00003366018,0.9650087,0.001308326,0.00006145011,0.000615101,0.00005597109],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8025902,0.00002320089,0.1930615,0.0008167718,0.0001443197,0.0001038438,0.000006521089,0.000606806,0.002646834],"genre_scores_gemma":[0.9915814,0.000008895183,0.007805758,0.0001941724,0.000005961566,0.000003316337,0.000007508575,0.000005049825,0.0003879366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1889912,"threshold_uncertainty_score":0.2558462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839593453813146,"score_gpt":0.2193820141467699,"score_spread":0.1909860796086384,"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."}}