{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000291838,0.00003789659,0.00005581668,0.00002811409,0.0006458788,0.00005385122,0.00008521714,0.00004131346,0.0001572766],"category_scores_gemma":[0.00004841734,0.00003247661,0.00005065907,0.0001784388,0.00008341261,0.0001723707,0.000008307483,0.00009266016,0.00006065139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000297781,"about_ca_system_score_gemma":0.00004201244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001065572,"about_ca_topic_score_gemma":0.0008251338,"domain_scores_codex":[0.9994962,0.00006817235,0.0001343726,0.00007332028,0.0001304191,0.00009750651],"domain_scores_gemma":[0.9996297,0.0001489173,0.00005151678,0.0001082113,0.00003828069,0.00002338498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001088153,0.0000233307,0.001182497,0.000001887084,0.00001122714,3.311934e-7,0.01508143,0.0002650663,0.000001697125,0.9644798,0.0001021755,0.01884948],"study_design_scores_gemma":[0.0005192829,0.00005019414,0.1563073,0.0008571723,0.0000636788,9.605054e-7,0.04204705,0.00002484646,0.0002957303,0.2177678,0.581663,0.0004030073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07168421,0.0005413554,0.00009406656,0.004435154,0.0001370839,0.0000792104,4.688885e-7,0.00003151202,0.9229969],"genre_scores_gemma":[0.9973542,0.00008000905,0.00003866818,0.00003833341,0.00008618546,0.00000771557,0.000002181888,0.000003377134,0.002389339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.92567,"threshold_uncertainty_score":0.4967643,"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."}}