{"id":"W4404977200","doi":"10.1111/imig.13355","title":"<scp>GBA</scp> + in Canada's immigration system: Opportunities and limitations","year":2024,"lang":"en","type":"article","venue":"International Migration","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Immigration; Political science; Law","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":[0.0003324334,0.00009149814,0.00008099798,0.0002338428,0.0001429337,0.0002978375,0.0001092576,0.00005907597,0.00002533286],"category_scores_gemma":[0.0003008797,0.00009632122,0.0000253681,0.0002310214,0.00004896611,0.0005230993,0.00001308891,0.0001003064,0.0000141358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008898131,"about_ca_system_score_gemma":0.001228618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7566845,"about_ca_topic_score_gemma":0.9984907,"domain_scores_codex":[0.9988675,0.0001057474,0.0002725908,0.0001877639,0.0004216454,0.0001447604],"domain_scores_gemma":[0.999203,0.0004341317,0.00005710767,0.00006097815,0.0001691924,0.00007554767],"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":[0.000002119379,0.00001474614,0.003232779,0.00003035393,0.00002539822,0.00002626691,0.02384577,0.000361058,0.0001402185,0.9441657,0.01179495,0.01636066],"study_design_scores_gemma":[0.0001130168,0.00001185806,0.008157065,0.0001298366,0.00001341031,0.000005433984,0.09532834,0.1589446,0.00003244864,0.0008397701,0.7363452,0.00007904124],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.869889,0.0007524947,0.002010093,0.01959609,0.002204504,0.000327227,0.00008957692,0.000177091,0.104954],"genre_scores_gemma":[0.9875145,0.001520438,0.0001327464,0.0001989993,0.0002214897,0.00004603752,0.000181809,0.00000942015,0.01017455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9433259,"threshold_uncertainty_score":0.3927865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03640947783736681,"score_gpt":0.2725974406564298,"score_spread":0.236187962819063,"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."}}