{"id":"W7010409703","doi":"","title":"Immigration Benefits: Improvements Needed to Address Backlogs and Ensure Quality of Adjudications","year":2005,"lang":"en","type":"report","venue":"University of North Texas Digital Library (University of North Texas)","topic":"Business Law and Ethics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Adjudication; Immigration; Mandate; Accountability; Quality (philosophy); Government (linguistics); Consistency (knowledge bases)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09896334,0.0009189506,0.0008880012,0.006342677,0.01050085,0.01438614,0.003506092,0.008443874,0.02350518],"category_scores_gemma":[0.2555884,0.00169429,0.001183133,0.003612033,0.002753636,0.009341785,0.005427996,0.009515557,0.00959219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01309259,"about_ca_system_score_gemma":0.1329124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08776617,"about_ca_topic_score_gemma":0.1303541,"domain_scores_codex":[0.893102,0.02801465,0.01378629,0.002663713,0.0507963,0.01163703],"domain_scores_gemma":[0.6372073,0.0996399,0.03321387,0.0297765,0.1698868,0.03027564],"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":[0.0002388595,0.001628536,0.04847115,0.0008715405,0.00004917176,0.001048984,0.006512852,0.002291553,0.002692975,0.02308529,0.5436635,0.3694456],"study_design_scores_gemma":[0.0004306696,0.001235939,0.1781341,0.002745176,0.0001260433,0.001771331,0.01415094,0.006191124,0.004314153,0.01127172,0.7792893,0.0003395181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.08411747,0.004315711,0.03126682,0.6228123,0.004914114,0.01593873,0.004145703,0.01087492,0.2216143],"genre_scores_gemma":[0.3830311,0.006804659,0.2276295,0.2108598,0.00495753,0.007541552,0.007108699,0.001833687,0.1502336],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09896334,"threshold_uncertainty_score":0.5233744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934878084664938,"score_gpt":0.2122875973984882,"score_spread":0.1829388165518388,"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."}}