{"id":"W4328096280","doi":"10.21226/ewjus785","title":"Contributors' Bios","year":2023,"lang":"en","type":"article","venue":"East/West Journal of Ukrainian Studies","topic":"Italian Literature and Culture","field":"Arts and Humanities","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":[0.003820879,0.000771047,0.001058829,0.004432616,0.001844863,0.002974771,0.00181582,0.001437307,0.5217238],"category_scores_gemma":[0.05728032,0.0004040756,0.0009083974,0.003041059,0.0006548492,0.001090979,0.002074132,0.00146516,0.1246105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002090712,"about_ca_system_score_gemma":0.0075962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01306802,"about_ca_topic_score_gemma":0.01261231,"domain_scores_codex":[0.9955204,0.000745232,0.000423942,0.0004934625,0.002340423,0.000476601],"domain_scores_gemma":[0.9663182,0.005860272,0.001876942,0.00448803,0.01990236,0.001554077],"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":[0.000175681,0.00003229523,0.001876771,0.0008993852,0.00002453607,0.00008420969,0.0003369872,0.00003827495,0.0001119545,0.002942374,0.9516953,0.04178211],"study_design_scores_gemma":[0.0000700827,0.00002423398,0.009098813,0.00116226,0.00002446545,0.00008607176,0.0006520186,0.00004442835,0.0001442659,0.001110178,0.9875728,0.0000104249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.007751685,0.004136056,0.002866434,0.04332231,0.07137689,0.005851097,0.5518711,0.001687931,0.3111365],"genre_scores_gemma":[0.06181477,0.004969785,0.005405882,0.01805828,0.008197819,0.01372456,0.1219323,0.001038281,0.7648582],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4782762,"threshold_uncertainty_score":0.6822029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06940123082710993,"score_gpt":0.2877028780900031,"score_spread":0.2183016472628931,"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."}}