{"id":"W4387702029","doi":"10.32920/24324916","title":"NAC's response to the Immigration Legislative Review Report: Not Just Numbers: a Canadian Framework for Future Immigration","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Refugee; Legislature; Political science; Immigration policy; Government (linguistics); Immigration reform; Equity (law); Immigration law; 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":[0.06015216,0.001661651,0.00254021,0.003718607,0.03406608,0.02427433,0.01260544,0.06500476,0.01200817],"category_scores_gemma":[0.1045162,0.002580209,0.003268088,0.005195299,0.0117124,0.00593965,0.006286035,0.05596864,0.005929127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1328307,"about_ca_system_score_gemma":0.5072757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9310515,"about_ca_topic_score_gemma":0.9640186,"domain_scores_codex":[0.9022754,0.009116322,0.008664606,0.006364685,0.05839269,0.0151863],"domain_scores_gemma":[0.8129332,0.0287583,0.005584253,0.003049482,0.1247888,0.02488595],"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":[0.00001005444,0.0000126548,0.0001978803,0.00009812492,0.000004776581,0.0001464452,0.0005743498,0.00005343081,0.0001505194,0.004460939,0.9913628,0.002928051],"study_design_scores_gemma":[0.00001418937,0.00001230806,0.0011319,0.0002588072,0.00001590035,0.00005318359,0.001181298,0.0001153395,0.0001157774,0.0004810425,0.9965366,0.00008365166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0006070646,0.001936176,0.0003259418,0.9661582,0.01672853,0.0002762905,0.0004910422,0.0001268718,0.01334991],"genre_scores_gemma":[0.005186902,0.002185792,0.002528629,0.9219797,0.003972508,0.0003411832,0.0003750724,0.0001639251,0.06326634],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1328307,"threshold_uncertainty_score":0.9637588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05668772697263558,"score_gpt":0.3825880377270481,"score_spread":0.3259003107544125,"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."}}