{"id":"W4311656672","doi":"10.52975/llt.2022v90.003","title":"“The Same Tools Work Everywhere”","year":2022,"lang":"en","type":"article","venue":"Labour / Le Travail","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Workforce; Gig economy; Identification (biology); Work (physics); Trade union; Political science; Public relations; Business; Economy; Management; Engineering; Labour law; Law; Economics; International trade","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007517781,0.00006232037,0.0000751986,0.00001813921,0.002048425,0.0003415763,0.000332116,0.00002855365,0.0007453053],"category_scores_gemma":[0.00003647913,0.00005743364,0.0000588997,0.0003539188,0.0001351973,0.0004904635,0.00002645432,0.000154626,0.0001934644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008090104,"about_ca_system_score_gemma":0.0001808157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006578215,"about_ca_topic_score_gemma":0.001475759,"domain_scores_codex":[0.999058,0.0001477978,0.0001594282,0.0001105923,0.0002407082,0.0002834851],"domain_scores_gemma":[0.9995932,0.0001459959,0.00004886466,0.0001244876,0.00002268342,0.00006477913],"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":[0.00004100841,0.00005901877,0.001290055,0.000003632735,0.0000202777,0.000002577326,0.0141087,0.0001379385,0.000002669532,0.4052704,0.01496582,0.5640979],"study_design_scores_gemma":[0.0001404443,0.00001815806,0.005089754,0.000002510983,0.000002152525,4.607239e-7,0.008514361,0.000002163692,0.000009352799,0.005472313,0.9806601,0.00008822463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.525447,0.0008635725,0.0001238157,0.01265299,0.0009498288,0.0003463313,0.00003998271,0.0001747592,0.4594018],"genre_scores_gemma":[0.9280801,0.0001093119,0.00002825478,0.0007273518,0.000111775,0.0000595837,0.000007325364,0.000007092387,0.07086915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9656943,"threshold_uncertainty_score":0.9992508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712006204703363,"score_gpt":0.2353345772109915,"score_spread":0.2182145151639579,"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."}}