{"id":"W4237043597","doi":"10.21226/ewjus414","title":"Contributors' Bios","year":2018,"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":[0.0004220959,0.0001405627,0.0005080678,0.0002035434,0.0001601264,0.000006814093,0.0001153081,0.0007599786,0.0001369365],"category_scores_gemma":[0.0006492702,0.00009088747,0.0001536485,0.0002228332,0.0007672923,0.00006060685,0.00005509521,0.001419879,0.0001473028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003828707,"about_ca_system_score_gemma":0.0000883675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001192557,"about_ca_topic_score_gemma":0.000004459565,"domain_scores_codex":[0.998978,0.00003482653,0.0004347924,0.0001129943,0.00019639,0.0002430393],"domain_scores_gemma":[0.998673,0.00006705537,0.0002780385,0.0001622707,0.0007054707,0.0001142069],"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":[0.01039514,0.003804172,0.130863,0.0009017182,0.04691824,0.01255597,0.2299315,0.000004371458,0.05634519,0.01695912,0.2519353,0.2393862],"study_design_scores_gemma":[0.007625967,0.006991775,0.05342635,0.001402532,0.001010632,0.007236564,0.008671866,0.000009503317,0.01081529,0.000478074,0.901951,0.00038044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8255309,0.02588354,0.0001465391,0.1393897,0.00287673,0.0001943711,0.000006232555,0.00008219325,0.005889828],"genre_scores_gemma":[0.993666,0.002002188,0.0007413635,0.00155635,0.001338396,9.480729e-7,4.461335e-7,0.00001187079,0.0006824291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6500157,"threshold_uncertainty_score":0.6168746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03691201623877517,"score_gpt":0.3357986345426292,"score_spread":0.298886618303854,"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."}}