{"id":"W4210324186","doi":"10.1016/j.shaw.2021.12.1380","title":"A furnished house without walls: Examining the work and health support systems of self-employed workers in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Safety and Health at Work","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Work (physics); Self employed; Sociology; Engineering; Economics; Labour economics; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004242146,0.0002637994,0.0008586291,0.00008972503,0.003321294,0.00000902852,0.0001864175,0.00008004358,0.0001791731],"category_scores_gemma":[0.00002128814,0.000207749,0.00003189037,0.000518073,0.0000802178,0.00005143028,0.0005199525,0.001162652,0.000001846818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002837616,"about_ca_system_score_gemma":0.005337055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9565018,"about_ca_topic_score_gemma":0.991798,"domain_scores_codex":[0.9956797,0.00109338,0.001278329,0.0004366653,0.0004763239,0.001035609],"domain_scores_gemma":[0.9980478,0.0005229997,0.0007072689,0.0003467996,0.00004541892,0.0003297272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004486203,0.00003463218,0.9219937,0.0004231416,0.0000552319,0.000005848538,0.02907372,0.00005591262,3.723901e-8,0.0001927194,0.04714806,0.0005684109],"study_design_scores_gemma":[0.001252507,0.0002565212,0.8594398,0.0005222602,0.0000127987,0.00000262085,0.0185557,0.000002401004,1.796072e-8,0.00001372807,0.1197848,0.0001567939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.92159,0.007229282,0.000006857521,0.0653875,0.001447322,0.002985075,0.00004516837,0.0001337664,0.001175057],"genre_scores_gemma":[0.9889979,0.001019249,0.00006223866,0.005428601,0.00008118383,0.0003240513,0.00003183635,0.00004958358,0.004005395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07263672,"threshold_uncertainty_score":0.9979762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06815537699030907,"score_gpt":0.338547639643528,"score_spread":0.2703922626532189,"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."}}