{"id":"W4403135795","doi":"10.1016/j.dam.2024.09.017","title":"Serial exchanges in random bases","year":2024,"lang":"en","type":"article","venue":"Discrete Applied Mathematics","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Mathematics; Combinatorics","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":[0.0004661995,0.000284232,0.0005009303,0.0001441728,0.00005358075,0.0001390265,0.0002304242,0.00012718,0.0003599191],"category_scores_gemma":[0.0006327805,0.0002254747,0.0000871585,0.0003524147,0.00005282745,0.00007234466,0.0001012722,0.0002323514,0.0001556289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000495031,"about_ca_system_score_gemma":0.00007178375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003774538,"about_ca_topic_score_gemma":0.00002255378,"domain_scores_codex":[0.9983169,0.0000137881,0.0005385778,0.0003593297,0.0003616179,0.0004098237],"domain_scores_gemma":[0.9976116,0.001861957,0.00006950525,0.0003245822,0.00002889504,0.0001034838],"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":[0.00004736564,0.00008445554,1.831304e-7,0.001748436,0.00002890372,0.00004289072,0.001531135,0.000005133374,0.0009993466,0.9902642,0.001329438,0.003918539],"study_design_scores_gemma":[0.0007863138,0.00004071182,9.465652e-7,0.0003958043,0.00008637716,0.00001387548,0.0008402997,0.02271494,0.001065401,0.9724937,0.001255713,0.0003059385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00613819,0.0003409708,0.9640953,0.0002243211,0.0004161179,0.0007720158,0.00009537797,0.0003932406,0.02752449],"genre_scores_gemma":[0.619471,0.0001154589,0.3780333,0.0001609955,0.0005281364,0.0006261633,0.00003950118,0.0002037605,0.0008216677],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6133328,"threshold_uncertainty_score":0.919459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781750750461036,"score_gpt":0.3201137146271223,"score_spread":0.2822962071225119,"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."}}