{"id":"W4410705318","doi":"10.29173/cais1929","title":"Canadian Libraries Use by Immigrants from Ukraine","year":2025,"lang":"fr","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Soviet and Russian History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Ontario Council of University Libraries; University of Toronto","funders":"Government of Canada","keywords":"Immigration; Political science; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001140271,0.0003301789,0.0005491176,0.002666952,0.005696652,0.002469155,0.0007543176,0.0003372572,0.003044387],"category_scores_gemma":[0.002739822,0.0002861815,0.0004207922,0.005577052,0.0008682287,0.0005094589,0.001792326,0.0004923276,0.0002730039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01633794,"about_ca_system_score_gemma":0.0272635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9864255,"about_ca_topic_score_gemma":0.9939069,"domain_scores_codex":[0.9990579,0.0001646714,0.00006269271,0.0001360717,0.0003185231,0.0002602193],"domain_scores_gemma":[0.9983715,0.0001969277,0.000222594,0.00004524467,0.0009662576,0.0001975224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001973991,0.00007189661,0.8240128,0.0002888366,0.0001020691,0.0004408315,0.13225,0.00009579748,0.001091559,0.0005744133,0.002491547,0.038383],"study_design_scores_gemma":[0.00001098744,0.00007267225,0.8098685,0.0001935186,0.00006090906,0.0001774589,0.1801097,0.0001041639,0.0003803819,0.00004134651,0.008929029,0.00005126906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950477,0.0007120632,0.00005697019,0.0001933925,0.000009286222,0.0000339836,0.0006972948,0.000004899439,0.003244513],"genre_scores_gemma":[0.9921645,0.001878094,0.0002579257,0.0002550482,0.000006898731,0.00006624112,0.0007246431,0.000008940693,0.004637844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01633794,"threshold_uncertainty_score":0.1185406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848665417037941,"score_gpt":0.2384206385249356,"score_spread":0.2199339843545562,"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."}}