{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03925199,0.0005629301,0.0006626876,0.002851975,0.003604375,0.01313136,0.004229659,0.008532535,0.01345893],"category_scores_gemma":[0.08184298,0.0006275926,0.001190115,0.001536502,0.007944414,0.01358839,0.005162395,0.006209058,0.006482686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003639286,"about_ca_system_score_gemma":0.01255086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006920849,"about_ca_topic_score_gemma":0.003864959,"domain_scores_codex":[0.9310414,0.01986873,0.004891848,0.007304008,0.03332586,0.003568237],"domain_scores_gemma":[0.8261543,0.08056335,0.01329267,0.03249868,0.04303143,0.004459514],"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":[0.0001115072,0.0006714596,0.02292871,0.00143219,0.00006449666,0.0007484203,0.01445912,0.001544916,0.01008427,0.4636842,0.06325402,0.4210166],"study_design_scores_gemma":[0.00002811306,0.0002719262,0.01632814,0.002983625,0.00005815431,0.001215407,0.008631391,0.001398445,0.004619826,0.06286974,0.901449,0.0001462073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08861651,0.01825937,0.1712176,0.1850268,0.003904998,0.001319576,0.0008400854,0.002182652,0.5286323],"genre_scores_gemma":[0.695699,0.01256371,0.1188058,0.06572266,0.002708172,0.002203422,0.001561378,0.0009399668,0.09979599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03925199,"threshold_uncertainty_score":0.2075869,"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."}}