{"id":"W4399241204","doi":"10.53373/reds.2024.64.3.0162","title":"NEED FOR USE REGULATIONS ALGORITHMS AT THE WORKPLACE","year":2024,"lang":"en","type":"article","venue":"Revue Européenne du Droit Social","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Computer science; Algorithm","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001335669,0.0001416542,0.0002122608,0.0000928709,0.003380903,0.00004766196,0.0002073878,0.0001852951,0.0006026338],"category_scores_gemma":[0.0007818821,0.0001157671,0.0001815408,0.000558138,0.0001065365,0.0001651175,0.0001492478,0.0006478693,0.001235683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005168422,"about_ca_system_score_gemma":0.0004669067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009047434,"about_ca_topic_score_gemma":0.000208258,"domain_scores_codex":[0.9976857,0.0005250591,0.0004776481,0.0003445541,0.0002773767,0.0006897061],"domain_scores_gemma":[0.9941039,0.005103434,0.0000911459,0.0002494714,0.0002898865,0.0001621284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001056766,0.0001205785,0.01456852,0.002190599,0.0001385919,0.00003804288,0.01014316,0.00007484361,0.0001279849,0.2798918,0.6116482,0.08000085],"study_design_scores_gemma":[0.0007320822,0.00007674423,0.13029,0.0002027143,0.00004178681,0.000006669879,0.000549561,0.01497695,0.000002759998,0.005186114,0.847735,0.0001995521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5534211,0.003616568,0.02015963,0.3496585,0.01583346,0.01470264,0.002896108,0.001510019,0.03820189],"genre_scores_gemma":[0.5367604,0.000561374,0.002074236,0.0030116,0.02518591,0.002426369,0.001130556,0.0002816585,0.4285679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.390366,"threshold_uncertainty_score":0.999542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099991651165816,"score_gpt":0.4361508410957207,"score_spread":0.326151675979139,"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."}}