{"id":"W4237122165","doi":"10.21226/t2r599","title":"Contributors' bios","year":2017,"lang":"en","type":"article","venue":"East/West Journal of Ukrainian Studies","topic":"Biotechnology and Related Fields","field":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004499739,0.0001414292,0.0005652565,0.0001381864,0.0004492601,0.00002327666,0.0002358793,0.0007718335,0.00005567279],"category_scores_gemma":[0.001388122,0.00009198571,0.0001872716,0.00005035042,0.0006384331,0.0001098653,0.00009895607,0.00172696,0.00006063432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003323167,"about_ca_system_score_gemma":0.00008217132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002568284,"about_ca_topic_score_gemma":0.000005155508,"domain_scores_codex":[0.9990499,0.00002448515,0.0003947232,0.0001104157,0.0001931427,0.0002273161],"domain_scores_gemma":[0.998495,0.00005573715,0.0005696596,0.000341735,0.0004223874,0.0001155238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006588922,0.003015556,0.3909119,0.001071107,0.04331029,0.02661237,0.09485253,0.000009927919,0.02589818,0.01684952,0.09992391,0.2909558],"study_design_scores_gemma":[0.01113485,0.002999932,0.364794,0.00208523,0.001301212,0.006805596,0.006137474,0.000008942989,0.005012869,0.0006444651,0.5986211,0.0004543248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7211785,0.02569595,0.00005124302,0.2436276,0.002627827,0.0001830617,0.000007262447,0.00005002793,0.006578493],"genre_scores_gemma":[0.9932606,0.004065479,0.0004398981,0.0006808511,0.000633466,0.000001097653,3.617757e-7,0.00001099262,0.0009072392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4986972,"threshold_uncertainty_score":0.7502877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05748429728580538,"score_gpt":0.3629937755134644,"score_spread":0.305509478227659,"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."}}