{"id":"W4246193739","doi":"10.32920/ryerson.14636532","title":"Canada's Changing Immigration Policies: Report on Panel Discussion","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Panel discussion; Executive director; Political science; Diversity (politics); Management; Queen (butterfly); Public administration; Library science; Law; Economics; Business","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":[0.02677515,0.001142493,0.001000308,0.004293893,0.02058881,0.01452966,0.003988859,0.01633037,0.017961],"category_scores_gemma":[0.02588645,0.001140494,0.001940399,0.007139803,0.002471845,0.002828269,0.005307775,0.01099535,0.002157113],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1419989,"about_ca_system_score_gemma":0.366298,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9720481,"about_ca_topic_score_gemma":0.9800188,"domain_scores_codex":[0.9757391,0.00182317,0.0005884977,0.001350041,0.01380083,0.006698501],"domain_scores_gemma":[0.9757071,0.003709205,0.0007868492,0.0005862261,0.01381863,0.005392077],"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":[0.00006728736,0.00003715837,0.001427583,0.000269625,0.00003621389,0.0002260704,0.002486701,0.0002615574,0.0003271576,0.006713328,0.9772346,0.01091278],"study_design_scores_gemma":[0.0000375349,0.00001369516,0.01057035,0.000514858,0.00003879085,0.0000205909,0.004206209,0.0001113652,0.0003817101,0.000819444,0.983205,0.00008038533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0215278,0.03513305,0.0009240987,0.733178,0.02040773,0.001840979,0.02064841,0.0002693791,0.1660705],"genre_scores_gemma":[0.1792016,0.03526471,0.004009987,0.399262,0.007179609,0.002844791,0.01512271,0.0002868023,0.3568278],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1419989,"threshold_uncertainty_score":0.9951596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02974970502744981,"score_gpt":0.2954669800095534,"score_spread":0.2657172749821036,"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."}}