{"id":"W2055241129","doi":"10.3934/amc.2009.3.13","title":"Combinatorial batch codes","year":2009,"lang":"en","type":"article","venue":"Advances in Mathematics of Communications","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; University of Waterloo","funders":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Server; Code (set theory); Mathematics; Discrete mathematics; Combinatorics; Probabilistic logic; Theoretical computer science; Computer science; Operating system; Statistics; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005360453,0.0001361955,0.0003625376,0.0001226666,0.0001561377,0.00001079164,0.001250329,0.00007427182,0.00002200597],"category_scores_gemma":[0.0006959185,0.0001205332,0.00008353555,0.0002838393,0.000267113,0.0002275701,0.0001987562,0.0002209344,0.000002030621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002328471,"about_ca_system_score_gemma":0.00001872432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001569873,"about_ca_topic_score_gemma":0.00001638504,"domain_scores_codex":[0.9988029,0.00009856663,0.0006063935,0.0001107296,0.000212732,0.0001686785],"domain_scores_gemma":[0.9961045,0.001656029,0.0002913305,0.001807245,0.0001060999,0.00003477823],"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":[0.000006020809,0.000394661,0.0001431481,0.00006488595,0.000008709065,3.017017e-7,0.001816324,0.000009544981,0.0001079051,0.995028,0.00005039099,0.002370139],"study_design_scores_gemma":[0.0003410454,0.00005434698,0.0001591717,0.0001323027,0.00001908778,0.000003331524,0.0004131655,0.0004180931,0.0005061643,0.9958242,0.002004678,0.0001243799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2559713,0.01432222,0.01657238,0.002186832,0.0009098747,0.001613038,0.00005909923,0.0003611478,0.7080041],"genre_scores_gemma":[0.834378,0.001651326,0.163858,0.00003056786,0.00001725117,0.00001312921,0.00000382097,0.00001113967,0.00003675069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7079673,"threshold_uncertainty_score":0.4915202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03114483656957134,"score_gpt":0.3625640533067013,"score_spread":0.3314192167371299,"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."}}