{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004014484,0.0001823618,0.0004151718,0.0001807441,0.0003628324,0.0001838188,0.0001903855,0.00004407988,0.0004399286],"category_scores_gemma":[0.0001957155,0.0001187088,0.0002215361,0.000126366,0.0002641853,0.0003056559,0.00004225301,0.0002509293,0.0004294786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002608093,"about_ca_system_score_gemma":0.00003628182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001841878,"about_ca_topic_score_gemma":0.00004647893,"domain_scores_codex":[0.9987949,0.00005489917,0.000441531,0.0001131896,0.000300185,0.000295275],"domain_scores_gemma":[0.9987481,0.00007623895,0.0002829478,0.0001136866,0.0006884843,0.00009052091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005498593,0.00005538502,0.0002432703,0.00005834721,0.000796234,0.0003772047,0.6176863,0.000002441427,0.00008390944,0.03188233,0.3465753,0.002184314],"study_design_scores_gemma":[0.000510924,0.0002180067,0.0006327815,0.0001729089,0.00006706143,0.00005536859,0.05775819,7.793994e-7,0.00002253936,0.0006998732,0.9397111,0.0001504773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7518183,0.07653076,0.000004480629,0.03595391,0.0182444,0.0004855134,0.0004679492,0.000411453,0.1160832],"genre_scores_gemma":[0.9675229,0.000176398,0.00002599171,0.0008278188,0.005250151,0.000003731916,0.000007734491,0.00002079692,0.02616448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5931358,"threshold_uncertainty_score":0.5520222,"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."}}