{"id":"W4213233139","doi":"10.1080/03155986.2005.11732730","title":"Foreword","year":2005,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003046342,0.0001145097,0.0001331435,0.0005905719,0.0004481983,0.0008068022,0.0001749022,0.0001015367,0.0003142283],"category_scores_gemma":[0.0003833414,0.00009555293,0.00002821603,0.0004597707,0.0001286623,0.006076555,0.00009220593,0.0002786777,0.02859615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018753,"about_ca_system_score_gemma":0.0002123926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000208071,"about_ca_topic_score_gemma":0.0000313478,"domain_scores_codex":[0.9973342,0.00009069038,0.0006405147,0.0001048085,0.001443693,0.0003860408],"domain_scores_gemma":[0.997898,0.0001879883,0.00007611699,0.0002062607,0.001445947,0.0001856683],"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":[0.00009396182,0.00002238947,0.001735951,0.00009002081,0.0000289275,3.96153e-7,0.002651584,0.006997358,0.0001428829,0.6624779,0.3123399,0.01341879],"study_design_scores_gemma":[0.0005169294,0.00004741942,0.002608428,0.00002847471,0.000001166997,0.00003167686,0.001063771,0.0965484,0.0001106883,0.00002818872,0.8988985,0.0001163398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4753205,0.0009735813,0.003710955,0.004139756,0.0005806989,0.004346033,0.0007692575,0.0009196951,0.5092396],"genre_scores_gemma":[0.9944981,0.00001590931,0.0005415942,0.0002866548,0.0003573402,0.0002571913,0.0001584871,0.00002984577,0.003854904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6624497,"threshold_uncertainty_score":0.9721602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0837622394988842,"score_gpt":0.3899230139847255,"score_spread":0.3061607744858413,"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."}}