{"id":"W4416827716","doi":"10.64628/aam.r6df9ah7a","title":"Dependants? Why Canada should recognize migrant spouses and partners with more accuracy","year":2025,"lang":"","type":"article","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Spouse; Government (linguistics); Qualitative research; Agency (philosophy); Affect (linguistics)","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":[0.004925672,0.0002831943,0.0004685782,0.001454755,0.005556732,0.003282261,0.002395918,0.001648324,0.00742762],"category_scores_gemma":[0.04277964,0.0003085171,0.0003359508,0.00225227,0.002181204,0.002083799,0.001640688,0.00300378,0.001019467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01945052,"about_ca_system_score_gemma":0.07007529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9878184,"about_ca_topic_score_gemma":0.991336,"domain_scores_codex":[0.9974276,0.000493534,0.00017107,0.0002075604,0.0009703667,0.0007297941],"domain_scores_gemma":[0.9731014,0.003202964,0.001264017,0.0008909769,0.01759736,0.003943332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003012472,0.0001213544,0.3793839,0.0003664715,0.0001366079,0.0007274519,0.007656713,0.001128569,0.0009407461,0.008910046,0.2802498,0.3200771],"study_design_scores_gemma":[0.0001641339,0.00015707,0.5652709,0.003842003,0.0002894527,0.00189161,0.06461269,0.004669573,0.002794013,0.01300843,0.3429677,0.0003324664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4278399,0.01348998,0.003865474,0.4695152,0.003491031,0.0002106614,0.003490751,0.0002734626,0.07782353],"genre_scores_gemma":[0.9307865,0.006397866,0.004723046,0.04566356,0.0004227491,0.00004854658,0.0007274072,0.000118159,0.01111214],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01945052,"threshold_uncertainty_score":0.1411241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02472763387316395,"score_gpt":0.3197780365240905,"score_spread":0.2950504026509265,"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."}}