{"id":"W2986666824","doi":"10.15407/dse2019.03.086","title":"Ukrainian Diaspora in Canada: Methodology and Practice of Research","year":2019,"lang":"en","type":"article","venue":"Demography and social economy","topic":"Diaspora, migration, transnational identity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diaspora; Ukrainian; Political science; Regional science; Geography; Linguistics; Law; Philosophy","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":[0.004261621,0.00005146059,0.0001753632,0.0002110533,0.0002183893,0.00003130884,0.00009509977,0.00008036506,0.0000599735],"category_scores_gemma":[0.0002911215,0.00006168705,0.00002917843,0.0004056509,0.0004416045,0.0003865324,0.00001877191,0.0001459426,0.000001085014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009206257,"about_ca_system_score_gemma":0.000988918,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9326115,"about_ca_topic_score_gemma":0.9767058,"domain_scores_codex":[0.9982982,0.000953607,0.0001949033,0.0001765092,0.0001717612,0.0002050663],"domain_scores_gemma":[0.9976126,0.002018959,0.00008246867,0.00004965158,0.0001813815,0.00005495059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003112142,0.00002701925,0.4750696,0.00002867179,0.00003276681,0.00000241835,0.1047646,0.000001283686,0.000006087753,0.4182587,0.0001338882,0.001643883],"study_design_scores_gemma":[0.0003163085,0.00001973699,0.7212843,0.000005086081,0.000009490966,5.74845e-7,0.1843243,0.000005674327,0.000004579759,0.01962605,0.07430177,0.0001021205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639071,0.0002308015,0.000007298614,0.005679292,0.00007068277,0.0002175122,0.000009100978,0.000004908587,0.0298733],"genre_scores_gemma":[0.9990534,0.0001495954,0.0004202506,0.0002733017,0.00005255798,0.000008953707,0.000004595127,0.000003580231,0.00003376964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3986326,"threshold_uncertainty_score":0.2515525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1080891489756492,"score_gpt":0.3925518202247141,"score_spread":0.2844626712490649,"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."}}