{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005856487,0.0001678426,0.0006041537,0.0002709038,0.0002543386,0.0003763466,0.001256602,0.00002916318,0.0002234574],"category_scores_gemma":[0.01784772,0.0001072843,0.0002435316,0.001047487,0.0002323387,0.0003473134,0.0005939524,0.0002119483,0.0006405548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003325929,"about_ca_system_score_gemma":0.0000776616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001753839,"about_ca_topic_score_gemma":0.000004582566,"domain_scores_codex":[0.9960647,0.0002277834,0.001229263,0.0003994755,0.001779144,0.0002996497],"domain_scores_gemma":[0.996112,0.000997929,0.000906454,0.0004359086,0.001240098,0.0003076105],"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":[0.0002473507,0.0001920209,0.01466509,0.00003134162,0.0008843229,0.0006081565,0.09398021,0.000613163,0.0002727205,0.00116501,0.661374,0.2259666],"study_design_scores_gemma":[0.001099319,0.0004146704,0.01218301,0.00007258121,0.00005974979,0.00005721733,0.02161705,0.0004398824,0.00005532062,0.001100047,0.9626952,0.0002059126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7643693,0.01501136,0.01194617,0.1853581,0.01335011,0.0004531714,0.0001395594,0.0001405469,0.009231666],"genre_scores_gemma":[0.9952124,0.0000626751,0.001411065,0.00183402,0.0009951199,7.132982e-7,7.109511e-7,0.000007763774,0.0004755232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3013212,"threshold_uncertainty_score":0.9904253,"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."}}