{"id":"W4233530623","doi":"10.1080/03155986.2017.1279392","title":"Preface","year":2017,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003407622,0.0001053463,0.0001327292,0.0003141848,0.001987032,0.004678166,0.0004084799,0.00009604118,0.0001405829],"category_scores_gemma":[0.001267936,0.00008699686,0.00002422406,0.0001003685,0.0002685066,0.008508788,0.0002271674,0.0002585132,0.01606266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101896,"about_ca_system_score_gemma":0.0002308408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009056359,"about_ca_topic_score_gemma":0.00002454289,"domain_scores_codex":[0.9976449,0.00007806245,0.0004773631,0.0001083136,0.001359382,0.0003319981],"domain_scores_gemma":[0.9974279,0.0001241494,0.0001654571,0.000530917,0.001580789,0.0001707706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001448001,0.00002376344,0.0149448,0.0002235386,0.00005374356,0.000001613306,0.003128259,0.001543293,0.0004137769,0.7588575,0.21573,0.004934901],"study_design_scores_gemma":[0.0007055895,0.00005789724,0.03911212,0.0000601299,0.000001600222,0.00002599429,0.001078045,0.02466286,0.0001713665,0.00007275443,0.9339055,0.0001461374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.298259,0.0002286513,0.0005598852,0.00147729,0.0006454387,0.002363023,0.0002815635,0.0002951878,0.69589],"genre_scores_gemma":[0.9951032,0.00001786343,0.0001279889,0.00006278686,0.0001596768,0.0002017491,0.00007340412,0.00002422104,0.004229119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7587847,"threshold_uncertainty_score":0.9993122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337432463606615,"score_gpt":0.4256268163431615,"score_spread":0.2918835699825,"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."}}