{"id":"W4392747268","doi":"10.1371/journal.pone.0297770","title":"The role of informal support systems during illness: A qualitative study of solo self-employed workers in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Precarity; Precarious work; Social support; Context (archaeology); Social security; Business; Informal sector; Occupational safety and health; Qualitative research; Globalization; Social protection; Work (physics); Economic growth; Sociology; Medicine; Political science; Economics; Psychology; Social psychology; Gender studies","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":[0.003058951,0.0005357563,0.0007500295,0.001399958,0.0192661,0.003958632,0.002017654,0.001301839,0.002506613],"category_scores_gemma":[0.005707225,0.0004992242,0.0003143894,0.002249101,0.01066037,0.001517086,0.004851315,0.001968278,0.0001778562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04556925,"about_ca_system_score_gemma":0.05551699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9212859,"about_ca_topic_score_gemma":0.9735379,"domain_scores_codex":[0.9969112,0.001098617,0.0001336701,0.0002128257,0.0003673005,0.001276329],"domain_scores_gemma":[0.9944548,0.002072665,0.0006086706,0.0001263085,0.0009918317,0.001745859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002068913,0.0000153733,0.004432696,0.00006124136,0.000002107646,0.0004714593,0.9929939,0.00001157058,0.0002992459,0.0002226086,0.0002867828,0.001182238],"study_design_scores_gemma":[0.000001592994,0.00001502827,0.004048247,0.00006510352,0.000002115129,0.00003860847,0.9921972,0.00001726258,0.00003912834,0.00002649723,0.003543284,0.000005963882],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935251,0.0006403247,0.0001973378,0.001261868,0.00003710917,0.0001245226,0.0001439863,0.000005961946,0.004063881],"genre_scores_gemma":[0.9952521,0.0006321885,0.0001713197,0.0005334933,0.000009494782,0.00008068155,0.00005477758,0.000009588781,0.003256228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07871407,"threshold_uncertainty_score":0.3306296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04614674355594614,"score_gpt":0.3355407560630793,"score_spread":0.2893940125071331,"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."}}