{"id":"W749576206","doi":"","title":"Improving Claims Resolution: Alternative Processes in Canada's Immigration System","year":2015,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"European and International Law Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Political science; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04211025,0.0004992594,0.0005075993,0.003937567,0.04399817,0.03162796,0.005180459,0.005009407,0.007976128],"category_scores_gemma":[0.04907066,0.0007679467,0.000760066,0.005517785,0.01691725,0.009260731,0.01582632,0.00603323,0.0007017544],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1283965,"about_ca_system_score_gemma":0.2012644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8958148,"about_ca_topic_score_gemma":0.9365551,"domain_scores_codex":[0.9506338,0.01636503,0.002087309,0.003293306,0.01769295,0.009927548],"domain_scores_gemma":[0.9607542,0.01786343,0.00194224,0.003042222,0.01211429,0.004283708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001594452,0.0002643898,0.0204514,0.0004120449,0.00004367399,0.001547448,0.2508104,0.006443368,0.002129142,0.4525368,0.03455924,0.2306425],"study_design_scores_gemma":[0.0001353819,0.0001646299,0.02525783,0.0009392489,0.0001110648,0.0005087756,0.1781731,0.01599577,0.002858733,0.08467001,0.690769,0.0004164181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4388399,0.003847843,0.04909315,0.1110368,0.0006089014,0.001121339,0.0003665548,0.0008649964,0.3942204],"genre_scores_gemma":[0.9322889,0.001263576,0.03287309,0.003782711,0.00008490747,0.0001512458,0.0001539992,0.000103601,0.02929793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8716035,"threshold_uncertainty_score":0.9315861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480302991058374,"score_gpt":0.2630976912080361,"score_spread":0.2382946612974523,"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."}}