{"id":"W4392161667","doi":"10.46692/9781529222975.007","title":"Platform Work and the Post-Pandemic Shift to Remote Work","year":2023,"lang":"en","type":"other","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Pandemic; Coronavirus disease 2019 (COVID-19); Computer science; Engineering; Medicine; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005242032,0.0001215316,0.0001771549,0.00008773403,0.0001793019,0.000213401,0.0002140156,0.0002047403,0.0009549744],"category_scores_gemma":[0.00006478314,0.00008066637,0.00006117611,0.0003866737,0.0002047985,0.0001560673,0.00003048597,0.0001263748,0.001033041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003490021,"about_ca_system_score_gemma":0.00005805779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002549762,"about_ca_topic_score_gemma":0.02963227,"domain_scores_codex":[0.9992825,0.00002346868,0.0001491493,0.0001574091,0.0001515715,0.0002358615],"domain_scores_gemma":[0.9995116,0.0001981616,0.00005387466,0.0001289542,0.00000997138,0.00009742436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001077046,0.000005468317,0.0007955152,0.00001261018,0.00006246747,0.000001146013,0.01436175,0.000001988922,2.313724e-9,0.129113,0.2898875,0.5656509],"study_design_scores_gemma":[0.0002039801,0.000006532615,0.0004780279,0.0001403168,0.0000106493,8.202084e-8,0.001053677,3.532035e-7,5.123303e-8,0.003916347,0.9940465,0.0001434608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002999005,0.0001299413,0.0001993546,0.005899295,0.0004059474,0.0005421389,0.000006653688,0.0005625072,0.9919543],"genre_scores_gemma":[0.02549846,0.000417193,0.0001213967,0.001393529,0.0003610113,0.00001181752,0.000008204318,0.0001484773,0.9720399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.704159,"threshold_uncertainty_score":0.9999583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01899641110296965,"score_gpt":0.260867466049725,"score_spread":0.2418710549467553,"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."}}