{"id":"W4221166260","doi":"10.1016/j.ppnp.2022.103962","title":"Transport model comparison studies of intermediate-energy heavy-ion collisions","year":2022,"lang":"en","type":"article","venue":"Progress in Particle and Nuclear Physics","topic":"High-Energy Particle Collisions Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Japan Society for the Promotion of Science; College of Engineering, Michigan State University; Office of Science; Nuclear Physics; Natural Sciences and Engineering Research Council of Canada; Ministry of Science and ICT, South Korea; China Institute of Atomic Energy; Tsinghua University; Institute for Basic Science; National Science Foundation; Shanghai Jiao Tong University; Ministry of Science, ICT and Future Planning; National Natural Science Foundation of China; National Key Research and Development Program of China; Michigan State University; National Research Foundation; Deutsche Forschungsgemeinschaft; National Research Foundation of Korea; U.S. Department of Energy","keywords":"Heavy ion; Physics; Ion; Code (set theory); Statistical physics; Nuclear physics; Computer science; Set (abstract data type); Quantum mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000203807,0.0001309246,0.000315353,0.00004636341,0.0002728099,0.00001760865,0.0001875489,0.00001754745,0.00004586309],"category_scores_gemma":[0.000003896815,0.0001275007,0.00006632019,0.0004545151,0.0002768078,0.0001216145,0.0002729694,0.0001949283,0.000003052617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003589925,"about_ca_system_score_gemma":0.00004150078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005168995,"about_ca_topic_score_gemma":0.000006884709,"domain_scores_codex":[0.9986256,0.0001120543,0.0003590448,0.0002582153,0.0003238447,0.0003212796],"domain_scores_gemma":[0.99944,0.00006924351,0.00009119435,0.0002342488,0.00006989265,0.00009539697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003801381,0.002101004,0.5165307,0.00003851664,0.0001418003,0.000008074709,0.007745876,0.1290129,0.001493225,0.3219096,0.0002116456,0.02042653],"study_design_scores_gemma":[0.0009441807,0.0002622655,0.006011869,0.00002812431,0.00002672759,3.834625e-7,0.004306352,0.9792303,0.005178198,0.003206462,0.0006203022,0.0001848054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987761,0.0004715241,0.0002188071,0.0001108616,0.00005241062,0.0001248846,0.00003642619,0.00001951947,0.000189503],"genre_scores_gemma":[0.9994736,0.00002760164,0.0002380726,0.000008738291,0.00004383887,0.0001280736,0.000008765988,0.00002591587,0.00004544704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8502174,"threshold_uncertainty_score":0.5199326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04515046091348077,"score_gpt":0.3405061348934745,"score_spread":0.2953556739799937,"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."}}