{"id":"W4410942063","doi":"10.1177/23333936251337661","title":"The Lived Experiences of Ukrainian Female Migrants and Sex Work to Make Ends Meet: A Study Protocol","year":2025,"lang":"en","type":"article","venue":"Global Qualitative Nursing Research","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Ukrainian; Gender studies; Work (physics); Protocol (science); Lived experience; Sociology; Psychology; Engineering; Medicine; Mechanical engineering; Psychoanalysis","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":[0.02539895,0.001750336,0.001883787,0.00366511,0.01066818,0.004307101,0.004431274,0.004145383,0.02779234],"category_scores_gemma":[0.01444288,0.002239372,0.001501063,0.002686766,0.00489052,0.003679554,0.005573354,0.00583542,0.004949634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008650212,"about_ca_system_score_gemma":0.03090416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01218891,"about_ca_topic_score_gemma":0.03358133,"domain_scores_codex":[0.9901333,0.005831316,0.00117267,0.0007662828,0.0007789883,0.00131748],"domain_scores_gemma":[0.9892243,0.003724376,0.000652638,0.001288376,0.00358652,0.001523784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.008670858,0.009913207,0.009390131,0.02591416,0.0001179447,0.01053842,0.6035858,0.002604062,0.01263782,0.04604777,0.06617772,0.2044022],"study_design_scores_gemma":[0.00473451,0.004007182,0.01378826,0.01099517,0.0001175133,0.001017764,0.5707883,0.0009678224,0.003825953,0.01187597,0.3775443,0.0003372383],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.03045448,0.0004829001,0.006420673,0.001314553,0.0002699096,0.9518381,0.002390989,0.00005088043,0.006777423],"genre_scores_gemma":[0.008131954,0.0004854904,0.0060193,0.0004010295,0.00002654042,0.9828572,0.0003195152,0.000006601192,0.001752304],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02779234,"threshold_uncertainty_score":0.1343241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3574819746953895,"score_gpt":0.5798350756651688,"score_spread":0.2223531009697793,"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."}}