{"id":"W4294741260","doi":"10.1111/poms.13469","title":"Issue Information","year":2022,"lang":"en","type":"paratext","venue":"Production and Operations Management","topic":"Transportation Systems and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University at Buffalo; University of North Carolina at Chapel Hill; Xiamen University; College of Engineering, Michigan State University; Technische Universität München; Shanghai Jiao Tong University; Nanyang Technological University; Cardiff University; Wilfrid Laurier University; University of Oregon; University of South Carolina; University of North Carolina Wilmington; Georgia State University; Purdue University; University of Nebraska-Lincoln; Arizona State University; Tulane University; Eidgenössische Technische Hochschule Zürich; Ohio State University; National University of Singapore; Michigan State University; Boston College; Washington University in St. Louis; Rijksuniversiteit Groningen; Xiamen University of Technology; Southern Methodist University","keywords":"Citation; Computer science; Advertising; World Wide Web; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009302636,0.0001359457,0.0001191977,0.0002106171,0.0002086964,0.0001206796,0.00005833051,0.00004765726,0.005790625],"category_scores_gemma":[0.000003460865,0.0001450937,0.00002155849,0.0001605987,0.00001385119,0.0002701303,0.00001701659,0.0001447557,0.002765297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005853277,"about_ca_system_score_gemma":0.000007167062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001804576,"about_ca_topic_score_gemma":0.00002569365,"domain_scores_codex":[0.9993281,0.000014083,0.0002783745,0.0001349796,0.0001508441,0.00009358954],"domain_scores_gemma":[0.9997282,0.000001918179,0.00002290383,0.0001784231,0.00003962839,0.00002892132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001042178,0.000006525651,0.000001446268,0.0004150073,0.00004996647,2.94957e-7,0.0003056375,0.3615752,0.00000191437,0.00142877,0.6290701,0.007144107],"study_design_scores_gemma":[0.00006536897,0.000008858992,0.00008126091,0.00001893364,0.00003216089,0.000002145746,0.0005113304,0.002109365,0.00001325967,0.000002815739,0.9969953,0.0001591499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003351539,0.003432525,0.05964732,0.001407929,0.0434531,0.002567736,0.0004263292,0.0006099414,0.8881199],"genre_scores_gemma":[0.05446501,0.01577806,0.003757921,0.0003839994,0.001442174,0.001385376,0.006044417,0.00007437883,0.9166687],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3679253,"threshold_uncertainty_score":0.9980112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009499112834514527,"score_gpt":0.2174944659269119,"score_spread":0.2079953530923974,"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."}}