{"id":"W4408461717","doi":"10.3390/engproc2025090047","title":"A Parametric Comparison of JARUS SORA 2.0 and 2.5 Ground Risk Models","year":2025,"lang":"en","type":"article","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parametric statistics; Computer science; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006561827,0.0009102481,0.0007144099,0.001604842,0.0005153418,0.003085683,0.001736471,0.001063147,0.003847345],"category_scores_gemma":[0.01492124,0.0005222318,0.001426415,0.0007758433,0.000713148,0.001729169,0.001738772,0.001494677,0.0006831536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001819184,"about_ca_system_score_gemma":0.002056442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009275056,"about_ca_topic_score_gemma":0.005808689,"domain_scores_codex":[0.9969103,0.001473905,0.0001865605,0.0003039744,0.0008884901,0.0002367913],"domain_scores_gemma":[0.9869272,0.009350327,0.001030457,0.0009152491,0.001529307,0.0002473265],"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":[0.0002038279,0.0001315971,0.004379468,0.0001162553,0.00008475412,0.00006843591,0.0001713524,0.9043705,0.0008275685,0.05611073,0.002266358,0.03126914],"study_design_scores_gemma":[0.00001290555,0.0001741047,0.001726286,0.00004769508,0.00002287222,0.00006535853,0.00008370205,0.9817452,0.0004046801,0.01203482,0.003648996,0.00003337652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3859159,0.001029586,0.5247265,0.001231634,0.0003336931,0.0004717001,0.002031726,0.001484016,0.08277529],"genre_scores_gemma":[0.8984396,0.0004213739,0.09192418,0.0001722598,0.00006284296,0.0003200927,0.001521522,0.0003628816,0.006775086],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009275056,"threshold_uncertainty_score":0.03470272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1322869473481455,"score_gpt":0.4355663103559964,"score_spread":0.303279363007851,"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."}}