{"id":"W4240574816","doi":"10.21226/ewjus522","title":"Contributors' Bios","year":2019,"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":[0.0003864457,0.0001414233,0.0005921216,0.0001974718,0.00006889384,0.000006241083,0.0001112989,0.0007704617,0.0001883458],"category_scores_gemma":[0.0003319981,0.00009178208,0.0001852546,0.0001857987,0.0002116268,0.00006652986,0.00005146198,0.001762064,0.0002701555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004098199,"about_ca_system_score_gemma":0.00008420794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.643189e-7,"about_ca_topic_score_gemma":0.000001262548,"domain_scores_codex":[0.9989869,0.0000324724,0.0004267699,0.000115814,0.0002092248,0.0002288199],"domain_scores_gemma":[0.9989828,0.00008635396,0.0002838458,0.0001756719,0.0003741713,0.00009714103],"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":[0.008088157,0.003354303,0.5305764,0.001841322,0.04374803,0.01000251,0.1223895,0.00005533048,0.07038055,0.01797036,0.0775978,0.1139958],"study_design_scores_gemma":[0.0138227,0.005717572,0.118065,0.002295373,0.001107504,0.007768271,0.01444888,0.00001779742,0.005676893,0.0003827952,0.8301536,0.0005435877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052336,0.02210151,0.00002057609,0.06710273,0.00173016,0.0001855315,0.000003629734,0.00004180964,0.003580403],"genre_scores_gemma":[0.9940103,0.002584932,0.0003590364,0.001185442,0.0003474124,8.85131e-7,6.567278e-7,0.00001220738,0.001499123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7525558,"threshold_uncertainty_score":0.7655391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066210959330916,"score_gpt":0.2986781862492749,"score_spread":0.2780160766559658,"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."}}