{"id":"W3214080241","doi":"10.32920/ryerson.14664183.v1","title":"Barriers to Immigration Using the Quebec Skilled Workers Immigration Program (QSWP) : a Study of the Online Exchanges Among Romanian Immigrants and Prospective Immigrants","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Immigration; Romanian; Qualitative research; Political science; Demographic economics; New immigrants; Sociology; Economics; 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":[0.003421102,0.0003640177,0.0004227039,0.001062413,0.01457634,0.005039859,0.001350777,0.001267907,0.003039671],"category_scores_gemma":[0.009473839,0.0004625024,0.0002189323,0.001498997,0.004892516,0.001797786,0.003060907,0.001974695,0.0002399988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01178087,"about_ca_system_score_gemma":0.02079744,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.706349,"about_ca_topic_score_gemma":0.8458754,"domain_scores_codex":[0.9974899,0.001309949,0.00006949469,0.0001331379,0.0003168178,0.0006808068],"domain_scores_gemma":[0.9939606,0.002888909,0.0008834993,0.0001478568,0.0009190505,0.001200129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002523576,0.0001271066,0.02497785,0.00004256316,0.000004697496,0.0004500612,0.9691476,0.00001948092,0.0002789653,0.0003460259,0.0004194058,0.004161021],"study_design_scores_gemma":[0.000002834673,0.00004247574,0.02238041,0.00005138976,0.000003181266,0.00005822051,0.9751731,0.00003643267,0.00004965822,0.00002227694,0.002170299,0.000009688209],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974171,0.00007649182,0.00004554725,0.0003245056,0.00000625888,0.00003543436,0.00002157845,0.000001638953,0.002071415],"genre_scores_gemma":[0.9970341,0.0002317121,0.0001242279,0.0003134485,0.000004097299,0.00005415881,0.00003587645,0.000004465043,0.00219799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.293651,"threshold_uncertainty_score":0.5907607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06409969083295354,"score_gpt":0.4360469021955687,"score_spread":0.3719472113626152,"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."}}