{"id":"W4225151763","doi":"10.1103/physrevd.106.023501","title":"First principles determination of bubble wall velocity","year":2022,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Scalar (mathematics); Physics; Bubble; Boltzmann equation; Boltzmann constant; Conservation law; Equation of state; Momentum (technical analysis); Phase transition; Tensor (intrinsic definition); Perfect fluid; Partial differential equation; Classical mechanics; Mechanics; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005433133,0.0003329717,0.0005820947,0.000765996,0.0005199924,0.0007201689,0.001441517,0.0009658672,0.002821533],"category_scores_gemma":[0.00113916,0.0004851637,0.0004143458,0.0003635727,0.0005882066,0.001009552,0.000631836,0.001108071,0.0007450138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007793423,"about_ca_system_score_gemma":0.0008036493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723603,"about_ca_topic_score_gemma":0.001568668,"domain_scores_codex":[0.9998515,0.00002014151,0.000004681043,0.00002760018,0.00007203609,0.00002416654],"domain_scores_gemma":[0.999786,0.0001077596,0.00001895573,0.00003438318,0.00003847958,0.00001445681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003795461,0.00007381842,0.001703485,0.0003071652,0.00003741664,0.0002614775,0.0004114941,0.153507,0.05941853,0.7428298,0.003032579,0.03837933],"study_design_scores_gemma":[0.00001713067,0.00001808364,0.001140539,0.00003446079,0.00001169532,0.0001049099,0.00004451026,0.9132844,0.007285747,0.07437243,0.003656936,0.00002923534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06819224,0.001262101,0.8862399,0.0004917095,0.0001587924,0.0001585801,0.0003836123,0.0006859994,0.04242703],"genre_scores_gemma":[0.7957017,0.002035649,0.1854498,0.0003053491,0.00008072121,0.0003921807,0.0003442098,0.0003313125,0.01535906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002821533,"threshold_uncertainty_score":0.009438992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391731449414537,"score_gpt":0.3846400033033687,"score_spread":0.3607226888092233,"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."}}