{"id":"W7116341274","doi":"10.18280/ijsse.150910","title":"Impact of Green Jobs on Worker Classification and Categorization","year":2025,"lang":"","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Categorization; Occupational safety and health; Workplace safety; Poison control; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01048952,0.0004359785,0.0006194551,0.001174333,0.001653035,0.003072165,0.001404923,0.001540738,0.0084648],"category_scores_gemma":[0.04835734,0.0002228539,0.001182751,0.001095316,0.0009798589,0.001781172,0.001372806,0.001647306,0.001575427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001707465,"about_ca_system_score_gemma":0.002947475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03246626,"about_ca_topic_score_gemma":0.03301761,"domain_scores_codex":[0.9944329,0.00249285,0.0002232703,0.0008389174,0.0009878468,0.001024346],"domain_scores_gemma":[0.9268894,0.05565956,0.004432613,0.003691865,0.004510634,0.004815949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003592337,0.00107947,0.9402811,0.00005278574,0.0002132426,0.0001453023,0.0004452663,0.005992085,0.0007282629,0.0005491467,0.004909144,0.04201191],"study_design_scores_gemma":[0.0001241743,0.0007248319,0.9600958,0.00009213499,0.000288721,0.0001817124,0.004421311,0.02618547,0.001384607,0.003578904,0.002857611,0.00006483285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934244,0.0003552974,0.00101298,0.001579046,0.0001963118,0.00002464217,0.0006024897,0.0001017345,0.002703073],"genre_scores_gemma":[0.9972346,0.00005223378,0.0004085106,0.000153998,0.00004710005,0.000007446008,0.0005097552,0.00002465138,0.001561683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03246626,"threshold_uncertainty_score":0.06455457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005725480352179329,"score_gpt":0.2335858330289381,"score_spread":0.2278603526767587,"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."}}