{"id":"W4311640196","doi":"10.1017/s0008423922000786","title":"Numbers and Images: Representations of Immigration and Public Attitudes about Immigration in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Political Science","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University; Western University; Concordia University","funders":"","keywords":"Immigration; Refugee; European Social Survey; Ethnocentrism; Perception; Public opinion; Affect (linguistics); Immigration policy; Demographic economics; Survey data collection; Political science; Social psychology; Geography; Psychology; Economics; Politics; Law; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001205777,0.00005274566,0.0001088164,0.0003132969,0.0007054947,0.0001192172,0.0001871614,0.00001858824,0.0001377927],"category_scores_gemma":[0.0009503891,0.00005150911,0.00001838672,0.0006353118,0.000717842,0.0007460461,0.00001385531,0.0001401464,1.651677e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419504,"about_ca_system_score_gemma":0.01512886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9958442,"about_ca_topic_score_gemma":0.9997449,"domain_scores_codex":[0.9985045,0.0001608029,0.0003260922,0.0001247796,0.0004928664,0.0003909449],"domain_scores_gemma":[0.9986938,0.0001001253,0.0001378266,0.00006517913,0.0002983596,0.0007046746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002356029,0.000009862523,0.4178089,0.0000047863,0.00000275997,0.000006663677,0.006920337,0.00002124584,0.0004300591,0.5730097,0.0006280307,0.001155333],"study_design_scores_gemma":[0.0001312124,0.00005636119,0.9388244,0.00001593777,0.000006421958,0.0000217541,0.05527692,0.0002358305,0.0001921148,0.002859594,0.002292653,0.00008683157],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930105,0.0002018308,0.0001075706,0.004952525,0.0001848312,0.00008475386,0.00002384482,0.000001356669,0.001432808],"genre_scores_gemma":[0.9995331,0.00003563384,0.0001210415,0.0001853666,0.00004725633,0.000003385663,0.000002295267,0.000002252482,0.00006973919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5701501,"threshold_uncertainty_score":0.9904544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380018026894242,"score_gpt":0.292579043744291,"score_spread":0.2787788634753486,"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."}}