{"id":"W4406564295","doi":"10.1007/s12134-024-01229-7","title":"Reaching the Waiting Room: An Analysis of Migrants’ Compliance Process with Quebec’s Two-Step Permanent Residency Program","year":2025,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Concordia University","funders":"Fonds de Recherche du Québec-Société et Culture","keywords":"Compliance (psychology); Process (computing); Operations management; Psychology; Computer science; Social psychology; Engineering; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007678145,0.0002646319,0.0003823428,0.001819023,0.005972721,0.002883648,0.002658718,0.001363064,0.003693692],"category_scores_gemma":[0.02640276,0.0003314015,0.000787305,0.003136596,0.001263018,0.001162884,0.002167379,0.001956628,0.0002747115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03866373,"about_ca_system_score_gemma":0.06646075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9469566,"about_ca_topic_score_gemma":0.9751577,"domain_scores_codex":[0.9949137,0.001451808,0.0003917524,0.0003614694,0.001137493,0.001743775],"domain_scores_gemma":[0.971172,0.006840389,0.005576029,0.0005802249,0.01109847,0.004732834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002485467,0.000375304,0.926394,0.00007952793,0.00008100867,0.0002239182,0.04713281,0.0003580802,0.0002274834,0.0006881942,0.003333498,0.02085772],"study_design_scores_gemma":[0.000007376751,0.0001016431,0.9475032,0.00009173797,0.00002229975,0.00002394754,0.04881234,0.0006893435,0.00007269983,0.00003468406,0.002612928,0.0000278225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955407,0.0001339967,0.0001445522,0.001074037,0.00001927427,0.0001359279,0.0004440072,0.00001076758,0.002496811],"genre_scores_gemma":[0.9967312,0.00008183043,0.0002897052,0.0003332092,0.000005621916,0.00008795566,0.0002943361,0.000008565396,0.002167726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05304337,"threshold_uncertainty_score":0.2805263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07183107275257283,"score_gpt":0.4779803877619528,"score_spread":0.40614931500938,"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."}}