{"id":"W3174372255","doi":"10.1177/00187267211030098","title":"Working on my own: Measuring the challenges of gig work","year":2021,"lang":"en","type":"article","venue":"Human Relations","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":217,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Discriminant validity; Psychology; Face validity; Convergent validity; Exploratory factor analysis; Applied psychology; Job satisfaction; Social psychology; Psychometrics; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004223648,0.0004515277,0.0003203652,0.001260506,0.002486678,0.003406084,0.00100733,0.0009840924,0.002333347],"category_scores_gemma":[0.01520727,0.0004272926,0.000348514,0.0007397569,0.001898173,0.002544243,0.005435201,0.001803985,0.000846475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290272,"about_ca_system_score_gemma":0.002186379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485509,"about_ca_topic_score_gemma":0.003673771,"domain_scores_codex":[0.997375,0.0009177935,0.0002156932,0.0002081435,0.000728132,0.00055525],"domain_scores_gemma":[0.9897848,0.002092441,0.003235066,0.0008535711,0.00136325,0.002670799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001082366,0.0004906537,0.8253377,0.0003273275,0.00007508516,0.0006116439,0.08733225,0.0005749569,0.003430958,0.003156216,0.00625355,0.07230141],"study_design_scores_gemma":[0.00003089352,0.000708625,0.6464999,0.0003392504,0.00004635641,0.001054742,0.3075807,0.001736839,0.00161287,0.00770054,0.03251952,0.0001698528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990682,0.0001039553,0.001667463,0.0007115618,0.00004971907,0.0001355503,0.0001080271,0.0000207942,0.00652094],"genre_scores_gemma":[0.9940865,0.0001741727,0.003668121,0.0003400992,0.00002305175,0.0001869673,0.0001654721,0.00001434402,0.001341273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004223648,"threshold_uncertainty_score":0.02233702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09668257902182908,"score_gpt":0.2839186158370343,"score_spread":0.1872360368152052,"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."}}