{"id":"W4412560361","doi":"10.2139/ssrn.5345722","title":"The Occupational Ontology (OccO): Building a Bridge between Global Occupational Standards ","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Bridge (graph theory); Ontology; Engineering; Computer science; Medicine; Philosophy; Epistemology","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":[0.01149655,0.000528976,0.0005942315,0.003382838,0.005271968,0.01172423,0.002416849,0.00386387,0.01174276],"category_scores_gemma":[0.01860326,0.0007429796,0.0008688428,0.005184145,0.009953221,0.02040542,0.01472844,0.005631517,0.003824758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005939515,"about_ca_system_score_gemma":0.02350523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03603546,"about_ca_topic_score_gemma":0.03035078,"domain_scores_codex":[0.9928388,0.002966015,0.0006814351,0.0007553251,0.002102436,0.0006559232],"domain_scores_gemma":[0.9886801,0.003393652,0.0006978485,0.003489722,0.002199776,0.001538843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001376296,0.00003052139,0.0006678862,0.00006645068,0.000005777017,0.00004723356,0.002381088,0.0004684474,0.0002984092,0.9445566,0.01588981,0.03557405],"study_design_scores_gemma":[0.00001425193,0.00001874347,0.00102436,0.0004446248,0.00001501681,0.00009992717,0.003882783,0.003852493,0.0006899618,0.5359026,0.4540206,0.0000346311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01536054,0.0008014036,0.6394618,0.03633,0.00123366,0.0003509634,0.002100251,0.002844512,0.3015169],"genre_scores_gemma":[0.3083406,0.001706969,0.6172693,0.008157548,0.0005812455,0.0008387687,0.00855464,0.002986532,0.05156441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03603546,"threshold_uncertainty_score":0.07165146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0109126023283712,"score_gpt":0.2911416337687396,"score_spread":0.2802290314403684,"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."}}