{"id":"W4309348441","doi":"10.1007/978-3-031-14009-9_9","title":"A Long Journey of Integration","year":2022,"lang":"en","type":"book-chapter","venue":"IMISCOE research series","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Agency (philosophy); Solidarity; Welfare; Citizenship; Political science; Market integration; Precarity; Immigration; Gender studies; Sociology; Political economy; Economics; Law; Social science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002314463,0.000126233,0.0002290956,0.0003455738,0.0007483449,0.0001330729,0.0004093121,0.000192957,0.0163595],"category_scores_gemma":[0.0005144895,0.0001219679,0.0001081611,0.0001661934,0.0009118931,0.0003051326,0.0001420781,0.0008761239,0.00003946168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002818376,"about_ca_system_score_gemma":0.001093928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001401365,"about_ca_topic_score_gemma":0.05892884,"domain_scores_codex":[0.9972509,0.0003190351,0.0002901319,0.0002203816,0.001616927,0.0003026088],"domain_scores_gemma":[0.9985887,0.0002016859,0.0001482516,0.0002572809,0.0006733617,0.0001306904],"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":[0.00003888347,0.00001202563,0.00001067992,0.00003211627,0.00002294786,0.00001278654,0.01482988,0.000004767577,0.00003213234,0.9720933,0.008082583,0.004827912],"study_design_scores_gemma":[0.00006191129,0.000112193,0.00001793638,0.00009417207,0.000007607012,0.000001557447,0.006744565,0.00001374716,0.00004012511,0.03595383,0.9568254,0.0001269061],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000332902,0.0006469047,0.00004354931,0.003266569,0.0002047003,0.0003762323,0.0000843724,0.00003848389,0.9950063],"genre_scores_gemma":[0.01330606,0.009374199,0.0001085395,0.00002725216,0.0002443803,0.00002440056,0.00009050746,0.00002933468,0.9767953],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9487429,"threshold_uncertainty_score":0.9845397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214456327484892,"score_gpt":0.4254398407223667,"score_spread":0.3039942079738776,"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."}}