{"id":"W4252753550","doi":"10.21226/ewjus606","title":"Contributors' Bios","year":2020,"lang":"en","type":"article","venue":"East/West Journal of Ukrainian Studies","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"BIOS; Computer science; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005441698,0.001301226,0.001842586,0.004051715,0.001323411,0.002485063,0.002663988,0.002511987,0.4725606],"category_scores_gemma":[0.1733063,0.0005690383,0.001006322,0.002423705,0.000637378,0.001523796,0.002693736,0.00217311,0.136758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512748,"about_ca_system_score_gemma":0.004921796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004438202,"about_ca_topic_score_gemma":0.004054841,"domain_scores_codex":[0.9948578,0.0008395725,0.0007172927,0.0009520973,0.00231255,0.0003208189],"domain_scores_gemma":[0.878751,0.01388307,0.004065376,0.009445344,0.08903044,0.004824769],"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":[0.00006611684,0.000009992817,0.0004310048,0.0003112406,0.00001622517,0.00003535279,0.00003130489,0.00002096816,0.00003013089,0.0002612409,0.9905514,0.008235172],"study_design_scores_gemma":[0.0001603763,0.00003721644,0.004011741,0.001395539,0.00006148588,0.0002359116,0.0001724603,0.0001588953,0.0002406471,0.001808446,0.9916892,0.00002804688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.002916052,0.003483873,0.003930956,0.07571657,0.5002729,0.005008034,0.3433675,0.002864842,0.06243912],"genre_scores_gemma":[0.06601667,0.005362755,0.009003302,0.08412562,0.1190144,0.01609474,0.1851772,0.004415185,0.5107901],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5274394,"threshold_uncertainty_score":0.7523283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.433510625313568,"score_gpt":0.4503501607399594,"score_spread":0.01683953542639138,"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."}}