{"id":"W4240347450","doi":"10.2523/86771-ms","title":"An Emerging Approach to HSE Certifications and Verifications: A Behaviors- and Outcomes-focused Approach","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production","topic":"Healthcare Education and Workforce Issues","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Computer science; Reliability engineering; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004575208,0.0001713141,0.0002140071,0.0002692697,0.0002693838,0.0001211425,0.00006089044,0.00007223983,0.000005494972],"category_scores_gemma":[0.00005374551,0.0001682562,0.00001144336,0.0001157563,0.0001322996,0.0006040987,0.00002404329,0.000157779,0.000001133306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009314286,"about_ca_system_score_gemma":0.00002380613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003138,"about_ca_topic_score_gemma":0.0000205663,"domain_scores_codex":[0.9985783,0.00002492846,0.0004609796,0.0005514095,0.0002192345,0.0001651747],"domain_scores_gemma":[0.9994379,0.00001584021,0.0001769843,0.00008837984,0.00008208439,0.0001988066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002885665,0.0005034558,0.004050369,0.0002461176,0.000009976306,5.329047e-8,0.02278331,0.0001623518,0.001488614,0.03018878,0.00002806311,0.9402503],"study_design_scores_gemma":[0.007954508,0.004286168,0.2723177,0.001854724,0.0001608475,0.0001626383,0.1362938,0.0135274,0.003997178,0.5329601,0.02392778,0.002557183],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3647639,0.0003256283,0.0004477218,0.6327838,0.0002253676,0.0004329154,0.00001306342,0.00003698282,0.000970654],"genre_scores_gemma":[0.885966,0.1056113,0.007385836,0.0005118267,0.0001219132,0.0001469074,0.00009151471,0.00001876262,0.0001459374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9376932,"threshold_uncertainty_score":0.6861289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09487871331706366,"score_gpt":0.3438727623086556,"score_spread":0.2489940489915919,"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."}}