{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02100145,0.0005544014,0.0009477915,0.00318679,0.01567871,0.01011259,0.003168878,0.0006197297,0.005733497],"category_scores_gemma":[0.0342363,0.0003963239,0.0006941331,0.008764775,0.004436462,0.00254355,0.006354978,0.001526072,0.0003246138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08482802,"about_ca_system_score_gemma":0.2431727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9921136,"about_ca_topic_score_gemma":0.9942365,"domain_scores_codex":[0.9874407,0.003903912,0.0006708802,0.0008322171,0.003536712,0.003615633],"domain_scores_gemma":[0.962598,0.01083807,0.002626639,0.001822697,0.01776642,0.004348262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005169401,0.0003468712,0.5824497,0.004112978,0.0002503521,0.0005831357,0.155674,0.001553336,0.0006522855,0.03061831,0.03005791,0.1931843],"study_design_scores_gemma":[0.000028772,0.0002142459,0.4824261,0.00415026,0.0001970714,0.0001988098,0.4418402,0.001836356,0.0008168801,0.002621958,0.06553918,0.0001300623],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958509,0.004558024,0.002359052,0.01766143,0.0003956848,0.001155121,0.006337638,0.00009535436,0.07158681],"genre_scores_gemma":[0.9896186,0.001489463,0.002515115,0.001677063,0.0000264262,0.000646601,0.0008370065,0.00002645767,0.003163231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08482802,"threshold_uncertainty_score":0.6154733,"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."}}