{"id":"W4230940621","doi":"10.1109/itc-egypt52936.2021.9513952","title":"[Front matter]","year":2021,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alexandria University; Nanjing University of Aeronautics and Astronautics; King Abdullah University of Science and Technology; Queen's University; Nanjing University; Faculty of Engineering, Alexandria University; Egypt-Japan University of Science and Technology; Concordia University; Arab Academy for Science, Technology and Maritime Transport; University of Calgary","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006888469,0.001117851,0.001104831,0.001331617,0.002330832,0.008173382,0.001231698,0.003216401,0.9314369],"category_scores_gemma":[0.004681751,0.0005611962,0.0008353505,0.001329589,0.0005670794,0.002275575,0.001298424,0.002351727,0.9349051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009287936,"about_ca_system_score_gemma":0.001982067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002359086,"about_ca_topic_score_gemma":0.004494318,"domain_scores_codex":[0.9992238,0.00004111378,0.00004949328,0.0001516214,0.0004111796,0.0001226715],"domain_scores_gemma":[0.9967813,0.0002616454,0.0001346049,0.0003151354,0.001724295,0.0007829897],"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":[0.0000183301,0.00001974875,0.00005545313,0.00008630706,0.000002990529,0.00003663666,0.000006075667,0.00001178538,0.0002644615,0.000648802,0.964965,0.03388438],"study_design_scores_gemma":[0.000009558319,0.00001192074,0.0002582816,0.00004666474,0.000001601469,0.00004736997,0.00001361923,0.00001832466,0.0001262497,0.0003456906,0.9991156,0.000005047416],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003152959,0.0008890697,0.0004986582,0.0039605,0.01115614,0.0001641763,0.003864323,0.00213656,0.9770154],"genre_scores_gemma":[0.00109355,0.0006286386,0.0002496567,0.002333934,0.001659997,0.00004457033,0.00203801,0.0005906525,0.9913611],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0685631,"threshold_uncertainty_score":0.09779686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03832251724378029,"score_gpt":0.1884694521890443,"score_spread":0.150146934945264,"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."}}