{"id":"W4362555165","doi":"10.1186/s12889-023-15471-8","title":"Self-employment, illness, and the social security system: a qualitative study of the experiences of solo self-employed workers in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Medicine; Biostatistics; Public health; Qualitative research; Social security; Epidemiology; Environmental health; Gerontology; Nursing; Pathology; Social science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004657077,0.0000869163,0.0002902474,0.00006053416,0.0007573413,0.00006569367,0.0002891165,0.00004233995,0.000008535522],"category_scores_gemma":[0.00008699836,0.00005672678,0.00004032754,0.0008116961,0.0002653048,0.0003556222,0.00004771403,0.0001233716,4.013075e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007151862,"about_ca_system_score_gemma":0.007263092,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9820787,"about_ca_topic_score_gemma":0.9990638,"domain_scores_codex":[0.9969096,0.001628065,0.0005349533,0.0001514495,0.0004363508,0.0003395934],"domain_scores_gemma":[0.9990013,0.0004332523,0.0003068319,0.0001101973,0.00006601996,0.0000824011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001582113,0.00009956615,0.03664917,0.00007576084,0.00002180527,1.26482e-7,0.9465892,0.000001523475,3.053169e-9,0.01598133,0.0004049262,0.0001607039],"study_design_scores_gemma":[0.000756863,0.00003804422,0.02665341,0.00002192075,0.000004000889,9.415044e-8,0.9695643,0.00003172656,2.274451e-7,0.0002085944,0.002660103,0.00006074214],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911482,0.00002215173,0.000003692775,0.002702117,0.0002504076,0.001125822,0.000007023629,0.00004599285,0.004694624],"genre_scores_gemma":[0.9996765,0.000006983471,0.000007483682,0.0000725957,0.00001886982,0.0001618531,0.000002556831,0.000003923928,0.00004919786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02297501,"threshold_uncertainty_score":0.9983648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03826749934190724,"score_gpt":0.3243253902746224,"score_spread":0.2860578909327151,"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."}}