{"id":"W4402483295","doi":"10.1103/physrevd.110.056020","title":"Evidence for universal flow and characteristics of early time thermalization in a scalar field model for heavy ion collisions","year":2024,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"High-Energy Particle Collisions Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba; Simon Fraser University; Brandon University; Winnipeg Institute for Theoretical Physics","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada","keywords":"Thermalisation; Physics; Heavy ion; Flow (mathematics); Scalar (mathematics); Quantum electrodynamics; Ion; Statistical physics; Mechanics; Atomic physics; Quantum mechanics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004508896,0.0002964558,0.00044765,0.0003706308,0.0004799329,0.0007835522,0.0005603907,0.000553987,0.001216777],"category_scores_gemma":[0.001773028,0.0002906312,0.0003893763,0.0002634068,0.001214168,0.0006338693,0.000601162,0.0005127212,0.00008062716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008409843,"about_ca_system_score_gemma":0.0006719515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005597351,"about_ca_topic_score_gemma":0.002289403,"domain_scores_codex":[0.9999093,0.00003528742,0.000003840782,0.00001227424,0.00001548395,0.00002382587],"domain_scores_gemma":[0.9994777,0.000177447,0.0001375049,0.00004883781,0.00005749838,0.0001009571],"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":[0.0003512055,0.0002823688,0.01842344,0.00008332275,0.00008141532,0.0008670885,0.0005918218,0.8552751,0.03430725,0.08632116,0.0006328377,0.002782938],"study_design_scores_gemma":[0.0000608824,0.00005107404,0.002480705,0.000004163227,0.000008512656,0.00003829937,0.0000425069,0.9888809,0.001369919,0.006916406,0.0001341511,0.0000125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901455,0.00009461197,0.006984944,0.0001673831,0.00001009087,0.00001289335,0.00002694742,0.00008212406,0.002475512],"genre_scores_gemma":[0.997592,0.00005520306,0.001653759,0.00002287921,0.000005710614,0.00001033146,0.00002460839,0.00002587918,0.0006097167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005597351,"threshold_uncertainty_score":0.01112956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03880966827389026,"score_gpt":0.4414133503322804,"score_spread":0.4026036820583901,"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."}}