{"id":"W4245279386","doi":"10.32920/ryerson.14644977.v1","title":"The lived realities of less than full immigration status women navigating 'the system'","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":"","funders":"","keywords":"Immigration; Refugee; Face (sociological concept); Immigration policy; Population; Exploratory research; Political science; Gender studies; Sociology; Work (physics); Demographic economics; Law; Social science; Demography; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001879116,0.0003470712,0.000495437,0.00130587,0.01772046,0.007719969,0.001198807,0.001000703,0.003037636],"category_scores_gemma":[0.003664185,0.0002865398,0.0002209741,0.001633895,0.01365382,0.002525984,0.00570945,0.002126268,0.0002113658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01702381,"about_ca_system_score_gemma":0.02280476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7319558,"about_ca_topic_score_gemma":0.8576766,"domain_scores_codex":[0.9979965,0.0007190297,0.00004587901,0.0001115747,0.0002369268,0.0008900661],"domain_scores_gemma":[0.9975962,0.0006122363,0.0003092356,0.00007586603,0.0003495047,0.001056912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003407941,0.00001376945,0.01481137,0.00004091363,0.000005707469,0.0006399385,0.9770647,0.0000354846,0.0003112116,0.001544142,0.0007881917,0.004710366],"study_design_scores_gemma":[6.195671e-7,0.000008084521,0.004681183,0.00003212133,0.000002044781,0.00009633179,0.9910567,0.000009850376,0.00002218739,0.0001333461,0.00395002,0.000007553273],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859677,0.0007194051,0.000151847,0.002982215,0.00004315999,0.0000167243,0.0001278602,0.00000531585,0.009985754],"genre_scores_gemma":[0.9961283,0.000768155,0.0001316987,0.0004446596,0.00001044087,0.00001233102,0.00005866298,0.000005304529,0.002440347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7319558,"threshold_uncertainty_score":0.5392455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1465306722151396,"score_gpt":0.4694509637483631,"score_spread":0.3229202915332235,"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."}}