{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005789214,0.0009553264,0.001444126,0.003157224,0.00186013,0.002986975,0.002457168,0.002258631,0.4965905],"category_scores_gemma":[0.2022476,0.000544774,0.001248916,0.001202116,0.0007379031,0.001311688,0.002626124,0.002385257,0.1290118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002443494,"about_ca_system_score_gemma":0.005831271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005143289,"about_ca_topic_score_gemma":0.005871531,"domain_scores_codex":[0.9941044,0.00099735,0.00054402,0.0006670934,0.003334284,0.0003527264],"domain_scores_gemma":[0.8190234,0.02457984,0.004873184,0.01032994,0.1343866,0.006807057],"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":[0.0000586467,0.00001565865,0.0004043754,0.0002276846,0.00001417581,0.0000628921,0.00006707489,0.0000181105,0.00003421987,0.0003320639,0.9865448,0.01222044],"study_design_scores_gemma":[0.000122938,0.00001974053,0.002537328,0.001009176,0.00003479382,0.0002872761,0.0003977949,0.0001164586,0.0002590185,0.001391877,0.993803,0.00002049616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.004500617,0.00534046,0.003110565,0.1474644,0.5354514,0.006881352,0.1276375,0.003059621,0.166554],"genre_scores_gemma":[0.06373531,0.004691732,0.007738105,0.09276669,0.09731379,0.01552108,0.05225337,0.002280433,0.6636996],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5034095,"threshold_uncertainty_score":0.7180525,"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."}}