{"id":"W6927382211","doi":"10.2802/236095","title":"Digital platform work and occupational safety and health: overview of regulation, policies, practices and research","year":2022,"lang":"en","type":"article","venue":"Lirias (KU Leuven)","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"DuPont (Canada)","funders":"KU Leuven","keywords":"Work (physics); Digital health; Occupational safety and health; Digital transformation; Digital economy; Emerging technologies","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":[0.001108061,0.00008630926,0.0002339155,0.0001303218,0.000326462,0.00004680925,0.00004668039,0.00004165887,0.0001650827],"category_scores_gemma":[0.000501975,0.00006959189,0.00002011836,0.000372092,0.0001529058,0.0002405636,0.0002094935,0.0002546146,0.000001008497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006954628,"about_ca_system_score_gemma":0.0001630735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000281289,"about_ca_topic_score_gemma":0.00002179322,"domain_scores_codex":[0.9988787,0.00006854665,0.0002741991,0.0002446638,0.0003527961,0.0001810717],"domain_scores_gemma":[0.9991385,0.0002749845,0.0002230104,0.0001567633,0.0001064434,0.000100353],"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":[0.01121962,0.0007272218,0.1293798,0.002867329,0.0003934704,0.0000236487,0.006916082,0.0000133454,0.006278621,0.03213353,0.08573651,0.7243108],"study_design_scores_gemma":[0.0009503468,0.00053051,0.4979131,0.0001703111,0.00002671476,0.0001334486,0.0006574501,0.00002720178,0.0004262613,0.0006026632,0.4984324,0.0001295771],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9393365,0.01210956,0.000001544238,0.0470769,0.00007970935,0.0004624909,0.0001269491,0.00001618046,0.0007901422],"genre_scores_gemma":[0.9961822,0.001018495,0.0001984261,0.0005642829,0.0001440621,0.000001604227,0.00007298955,0.000009718182,0.001808191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7241812,"threshold_uncertainty_score":0.2837875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1993145349467733,"score_gpt":0.4118488910777277,"score_spread":0.2125343561309543,"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."}}