{"id":"W1986576868","doi":"10.1063/1.3601418","title":"Fluctuations, Saturation, and Diffractive Excitation in High Energy Collisions","year":2011,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"High-Energy Particle Collisions Research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Pomeron; Physics; Formalism (music); Excitation; Dipole; High energy; Saturation (graph theory); Quantum electrodynamics; Particle physics; Hadron; Quantum mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001297084,0.0001262515,0.0001400177,0.0001741652,0.0001643732,0.0001124201,0.0001312702,0.00004840966,0.0003271079],"category_scores_gemma":[0.00006745921,0.0001185063,0.00001977321,0.0004312622,0.00008852601,0.0006682369,0.00007204108,0.0001405374,0.00002108029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003913021,"about_ca_system_score_gemma":0.0001116065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001748074,"about_ca_topic_score_gemma":0.00007374839,"domain_scores_codex":[0.9990425,0.00001985152,0.0002216138,0.0002877449,0.000188131,0.0002402331],"domain_scores_gemma":[0.9992307,0.00007633534,0.00007838693,0.00008477998,0.0004225119,0.0001072154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002672454,0.0001004944,0.1357989,0.000003217838,0.00001372609,5.797534e-7,0.003619134,0.000004967372,0.005602078,0.8532152,0.0001069838,0.001507986],"study_design_scores_gemma":[0.0008253916,0.0001156124,0.8521104,0.00005716049,0.00001636444,0.000001158085,0.004991152,0.0545186,0.003001281,0.08362426,0.0004439178,0.000294694],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750285,0.00001141123,0.01633466,0.0002356939,0.00003632762,0.0001448789,0.000008833712,0.00002460336,0.008175081],"genre_scores_gemma":[0.997401,0.0000158195,0.001856416,0.0000124681,0.00005213337,0.0001701396,0.00001940093,0.00001171041,0.0004609056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7695909,"threshold_uncertainty_score":0.4832546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689871819462657,"score_gpt":0.2663386081567451,"score_spread":0.2394398899621185,"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."}}