{"id":"W7045860130","doi":"","title":"Changes in IEC 61511 2nd Edition","year":2018,"lang":"en","type":"other","venue":"OakTrust (Texas A&M University Libraries)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Safety instrumented system; IEC 61508; Process (computing); Presentation (obstetrics); Safety standards","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008653372,0.0003076578,0.0003353863,0.0006887335,0.0001008316,0.0001048779,0.0005869765,0.0002281998,0.848327],"category_scores_gemma":[0.000005432095,0.0003527686,0.0000838763,0.0004901179,0.0002592394,0.00007405692,0.0005155319,0.0003037013,0.001607525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002494936,"about_ca_system_score_gemma":0.0002201337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005078556,"about_ca_topic_score_gemma":0.003449577,"domain_scores_codex":[0.9984894,0.00009912306,0.0001281303,0.0005065161,0.0003376253,0.000439252],"domain_scores_gemma":[0.999111,0.00005107743,0.0001541426,0.000487478,0.00003688716,0.0001594228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003604915,0.000100005,0.005612969,0.0000447758,0.00005384932,0.00002279521,0.00005338475,1.678083e-7,0.000008017196,0.02274732,0.954891,0.01642963],"study_design_scores_gemma":[0.0007972202,0.00007809969,0.001589297,0.0001320571,0.00002763985,1.56013e-7,0.0005544592,0.00004134345,0.00006970832,0.0001820732,0.9961894,0.0003385595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003465393,0.00002721242,0.0001848423,0.001126017,0.0003722257,0.0004919783,0.0002697481,0.0001108676,0.9970706],"genre_scores_gemma":[0.0007448096,0.00004068228,0.0004380473,0.00005349499,0.001306317,0.000002480138,0.0004937391,0.0001219479,0.9967985],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8467195,"threshold_uncertainty_score":0.9998924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00911506653751791,"score_gpt":0.1992185912209949,"score_spread":0.190103524683477,"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."}}