{"id":"W4253487606","doi":"10.32920/ryerson.14645784","title":"Pursuing permanence: former international students’ trajectories to permanent residency in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cognitive reframing; Negotiation; Residence; Reflexivity; Immigration; Sociology; Meaning (existential); Political science; Gender studies; Social psychology; Psychology; Social 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":[0.001360445,0.0002611719,0.0004326125,0.001361489,0.01613343,0.006106901,0.00164617,0.0009014532,0.004036434],"category_scores_gemma":[0.00383923,0.0002859568,0.0003100696,0.00253576,0.004011655,0.001882821,0.005912044,0.00298447,0.0003394862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02132074,"about_ca_system_score_gemma":0.04437874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9440377,"about_ca_topic_score_gemma":0.977262,"domain_scores_codex":[0.9984668,0.0001305896,0.00003358161,0.0001125269,0.0003057881,0.0009507511],"domain_scores_gemma":[0.9961444,0.0002296595,0.0003463926,0.00005417947,0.0008936684,0.002331579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001337396,0.0001698482,0.2273771,0.00006462623,0.00001290747,0.0008720808,0.7496355,0.00009908056,0.000645366,0.002266211,0.002378156,0.01634554],"study_design_scores_gemma":[0.000001891804,0.00004915549,0.09939437,0.00006383521,0.000004667957,0.0001065257,0.8941648,0.00006965627,0.000102907,0.00008293704,0.005936222,0.0000230112],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995082,0.0001832855,0.00004558502,0.0005877333,0.00001902649,0.00001476919,0.00009467739,0.000003638282,0.003969359],"genre_scores_gemma":[0.9968539,0.0002901404,0.00005688672,0.0001360378,0.000003779192,0.000008670298,0.0001074169,0.000004425045,0.002538672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05596226,"threshold_uncertainty_score":0.1546935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180039453655362,"score_gpt":0.3248116369878054,"score_spread":0.3068076916222692,"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."}}