{"id":"W2296057633","doi":"10.2139/ssrn.2744352","title":"Can You Gig it? An Empirical Examination of the Gig-Economy and Entrepreneurial Activity","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":332,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Gig economy; Empirical examination; Business; Empirical research; Industrial organization; Economics; Market economy; Precarity","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001000548,0.0001046365,0.0001261947,0.00008861601,0.0001715306,0.0001166854,0.0002109739,0.00005723054,0.00008858166],"category_scores_gemma":[0.00006988337,0.00006030482,0.00005960364,0.00008777348,0.00005057715,0.001284775,0.00007075608,0.0003453901,0.0000091586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440162,"about_ca_system_score_gemma":0.0002088634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001401482,"about_ca_topic_score_gemma":0.001455566,"domain_scores_codex":[0.9989532,0.00001800418,0.0001766173,0.0001635915,0.00008827767,0.0006003642],"domain_scores_gemma":[0.9994903,0.00004276397,0.00025078,0.000150296,0.00005153487,0.00001435398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001727737,0.0001565472,0.3515714,0.00003156761,0.0001453867,0.000001519336,0.0002011867,0.000009595054,0.001477351,0.09608091,0.0002512918,0.5499004],"study_design_scores_gemma":[0.002768711,0.0001470297,0.509899,0.0000740474,0.0001225388,0.0001157154,0.0006302233,0.000733737,0.00096483,0.4621544,0.02195827,0.0004315425],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928779,0.00003546626,0.0002986715,0.003821807,0.0002408483,0.0000860198,0.000001230622,0.00001369879,0.002624341],"genre_scores_gemma":[0.9982385,0.00006489866,0.000003017956,0.0002374984,0.001025771,0.000002501225,0.000001159082,0.00000975537,0.0004169005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5494689,"threshold_uncertainty_score":0.2459159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634242946684493,"score_gpt":0.2247642101877456,"score_spread":0.2084217807209007,"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."}}