{"id":"W2151827632","doi":"10.1109/lpt.2005.859489","title":"An experimental realization of biased multicanonical sampling","year":2005,"lang":"en","type":"article","venue":"IEEE Photonics Technology Letters","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Realization (probability); Observable; Sampling (signal processing); Statistical physics; Computer science; Stochastic process; Biological system; Control theory (sociology); Physics; Electronic engineering; Mathematics; Quantum mechanics; Engineering; Artificial intelligence; Statistics; Telecommunications; Detector","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":[0.00005121626,0.0001092771,0.0001481747,0.00007940995,0.00005581621,0.000009883191,0.0002077846,0.00005462278,0.0000601771],"category_scores_gemma":[0.000002457063,0.0001109696,0.00005752845,0.0001774435,0.0002375816,0.00007976172,0.00002329128,0.0001396081,0.00001417032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002557111,"about_ca_system_score_gemma":0.00002481088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001123164,"about_ca_topic_score_gemma":3.237722e-7,"domain_scores_codex":[0.9992617,0.00001765989,0.0002314205,0.0002041787,0.0001073055,0.0001776968],"domain_scores_gemma":[0.9995667,0.00004092514,0.00008854875,0.0002271675,0.00003577116,0.00004091188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001493086,0.0002690824,0.0008243719,0.00000161169,0.00002060786,2.938328e-7,0.00006277775,0.009056738,0.6486496,0.3384772,0.0000277649,0.002595057],"study_design_scores_gemma":[0.0004894089,0.00006574098,0.00009451521,0.000009235653,0.00001450008,9.103853e-7,0.000111433,0.02429026,0.9487541,0.02573123,0.0002800478,0.0001585633],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.879948,0.000009330323,0.1190313,0.0005917706,0.00005355675,0.00009220051,0.00001663158,0.00007689167,0.0001802691],"genre_scores_gemma":[0.9911906,2.788516e-7,0.008368234,0.0002982563,0.00007681125,0.00002110845,0.00002775226,0.0000149076,0.00000205211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.312746,"threshold_uncertainty_score":0.452521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086684544937059,"score_gpt":0.2852262745491265,"score_spread":0.2743594290997559,"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."}}