{"id":"W2333835675","doi":"10.1115/ipc2004-0372","title":"Effectiveness of Web Based Pipeline Operator Training and Qualification Systems","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Diverse Research and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lethbridge College","funders":"","keywords":"Pipeline (software); Training (meteorology); The Internet; Computer science; Government (linguistics); Engineering management; Computer security; Engineering; World Wide Web; Operating system","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":[0.0005724046,0.0001276694,0.0001962186,0.000178366,0.00008860297,0.0002215195,0.0003909206,0.00005585211,0.00002410755],"category_scores_gemma":[0.0001172762,0.0001179193,0.00003541609,0.0001950892,0.0001339366,0.0003331309,0.0000948916,0.0001014792,0.00001719632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004240717,"about_ca_system_score_gemma":0.0003851063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00019308,"about_ca_topic_score_gemma":0.00001861247,"domain_scores_codex":[0.9987777,0.00008445822,0.0002818615,0.0003532894,0.0003331877,0.0001694314],"domain_scores_gemma":[0.9989209,0.0001192644,0.0001006142,0.0002174723,0.0005116461,0.0001301202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001096702,0.0006157442,0.003146936,0.0004576354,0.0001066555,0.00001473703,0.0009717114,0.005431591,0.03927381,0.8523014,0.001402003,0.09616811],"study_design_scores_gemma":[0.004246532,0.0001632334,0.005263898,0.0005564617,0.00001648094,0.00002719906,0.0005884746,0.9656031,0.004536134,0.005094084,0.013496,0.0004084556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1249479,0.0006296134,0.8687411,0.001200477,0.0002648107,0.0003890132,0.000128597,0.00007683837,0.003621605],"genre_scores_gemma":[0.9966142,0.0001515621,0.002498482,0.00003941045,0.00007089589,0.00005010037,0.00006454052,0.000006469798,0.000504357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9601715,"threshold_uncertainty_score":0.4808611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03262413205208368,"score_gpt":0.2912072644417042,"score_spread":0.2585831323896206,"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."}}