{"id":"W4310084794","doi":"10.4171/owr/2021/57","title":"Mini-Workshop: Scattering Amplitudes, Cluster Algebras, and Positive Geometries","year":2022,"lang":"en","type":"article","venue":"Oberwolfach Reports","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Cluster algebra; Scattering amplitude; Cluster (spacecraft); Field (mathematics); Algebra over a field; Pure mathematics; Theoretical physics; Physics; Scattering; Mathematics; Quantum; Quantum mechanics; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002799789,0.0002359592,0.0002509551,0.0000619198,0.0006234402,0.00006001056,0.0001490916,0.00007501617,0.004207633],"category_scores_gemma":[0.0001107553,0.0002709306,0.00007696002,0.0001655047,0.0001495491,0.0001510631,0.0004992233,0.0004079431,0.000004355326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002624037,"about_ca_system_score_gemma":0.00005126104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002121357,"about_ca_topic_score_gemma":0.000003181314,"domain_scores_codex":[0.9981248,0.00001659108,0.0004641775,0.0006272891,0.000409136,0.000357939],"domain_scores_gemma":[0.9988896,0.0001105156,0.0002831014,0.0005436023,0.00003538717,0.0001377779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003523628,0.0011784,0.09791934,0.001176622,0.0007451227,0.008623054,0.004513063,0.0009604746,0.7832049,0.0003176567,0.04585589,0.05515311],"study_design_scores_gemma":[0.000611006,0.00003459432,0.001028669,0.0001059111,0.0000912746,0.00406732,0.001281991,0.00001912126,0.1395837,0.0009963193,0.8512688,0.000911282],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555058,0.001696387,0.0001940629,0.0002487852,0.0003915006,0.00009739984,0.00007454718,0.0001299778,0.04166154],"genre_scores_gemma":[0.9705125,0.00002117482,0.00053126,0.000333738,0.0001456209,0.00009017874,0.0002057001,0.00003964231,0.02812015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8054129,"threshold_uncertainty_score":0.9999743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246059200322639,"score_gpt":0.243325565628528,"score_spread":0.2308649736253016,"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."}}