{"id":"W3200550572","doi":"10.17721/2520-2626/2021.28.11","title":"THE WAYS OF COOPERATION BETWEEN DOCTORS OF THE UKRAINIAN DIASPORA IN CANADA AND DOCTORS IN UKRAINE IN THE CONDITIONS OF MODERN CHALLENGES","year":2021,"lang":"en","type":"article","venue":"Almanac of Ukrainian Studies","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Political science; Bureaucracy; State (computer science); Public relations; Public administration; Law; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008918337,0.0001020729,0.0004772522,0.00004666259,0.00005354818,0.000001284404,0.0001857559,0.00004960042,0.000008254598],"category_scores_gemma":[0.001200635,0.00004238626,0.00004575139,0.0004656115,0.0008763403,0.00002609591,0.00009502732,0.0001729788,4.842531e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003629834,"about_ca_system_score_gemma":0.0002659319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0930701,"about_ca_topic_score_gemma":0.7433901,"domain_scores_codex":[0.9985018,0.0002021528,0.0005985725,0.0001651521,0.0003518117,0.0001804639],"domain_scores_gemma":[0.9980125,0.001463677,0.0001763833,0.0001981789,0.0001168615,0.00003240314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005020745,0.0002220863,0.8209997,0.0004082459,0.0002245955,0.00004069122,0.1545713,0.00002919749,0.001376407,0.001810488,0.0001760928,0.02009096],"study_design_scores_gemma":[0.0005277699,0.0001664419,0.9657083,0.000251232,0.00002951782,0.000001732678,0.03121005,0.00002826256,0.0005660011,0.0005381805,0.0009187086,0.00005377796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580885,0.009701975,1.460372e-7,0.03159463,0.00004285779,0.0002280647,0.00002884065,0.000001292468,0.0003137131],"genre_scores_gemma":[0.9933878,0.006098184,0.00001224113,0.0004433786,0.00003144386,0.00001262012,0.000004606827,0.000002239733,0.00000749587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.65032,"threshold_uncertainty_score":0.9129692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1125482115083295,"score_gpt":0.3098940586432362,"score_spread":0.1973458471349068,"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."}}