{"id":"W4397030266","doi":"10.1007/s11134-024-09909-y","title":"A diffusion model of dynamic participant inflow management","year":2024,"lang":"en","type":"article","venue":"Queueing Systems","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Inflow; Diffusion; Mathematics; Computer science; Mechanics; Physics","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":[0.0005891871,0.0001830113,0.0003055393,0.0004256427,0.00009524026,0.0002290179,0.0002240153,0.000053408,0.00002403354],"category_scores_gemma":[0.00003187535,0.0001589366,0.000134009,0.0005926451,0.00004043321,0.0006485658,0.000176311,0.0001052375,0.000188328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005763552,"about_ca_system_score_gemma":0.000009453753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001967526,"about_ca_topic_score_gemma":0.00002456328,"domain_scores_codex":[0.9985992,0.00001888164,0.0004693476,0.0003380544,0.0002937869,0.0002807663],"domain_scores_gemma":[0.9993497,0.00004483603,0.000160081,0.0003721753,0.00006062211,0.00001259398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002987214,0.00006266411,0.0002045399,0.004100496,0.0002885554,0.00005989552,0.0002365458,0.4220841,0.007911487,0.5589482,0.0003003657,0.005773322],"study_design_scores_gemma":[0.0001174232,0.000003588822,0.00003626931,0.0009278809,0.0002580837,0.000001126834,0.0003645216,0.9843622,0.00002243226,0.01020913,0.003514795,0.0001824734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590531,0.001816278,0.1171039,0.0002513737,0.001220018,0.0006012915,0.00000656676,0.0008342478,0.01911323],"genre_scores_gemma":[0.9966854,0.00001964986,0.0002883332,0.00007545258,0.0001938496,0.00005671109,0.00001119038,0.0000447852,0.002624615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5622782,"threshold_uncertainty_score":0.6481245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328968794590849,"score_gpt":0.2535594324793757,"score_spread":0.2302697445334672,"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."}}