{"id":"W2796295393","doi":"10.1145/3178126.3178153","title":"ROCS","year":2018,"lang":"en","type":"article","venue":"","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Realizability; Robustness (evolution); Computer science; Nonlinear system; Robust control; Control system; Interval (graph theory); Control theory (sociology); Algorithm; Control (management); Mathematics; Engineering; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001547838,0.00002058927,0.00001922626,0.00001783847,0.00003464996,0.0000301668,0.0003528582,0.00001231424,0.00005517046],"category_scores_gemma":[0.00002997931,0.00001663533,0.000007241201,0.0001319914,0.00002270221,0.0002450148,0.00006711116,0.00001617431,0.0007969125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006051806,"about_ca_system_score_gemma":0.000007657296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003541958,"about_ca_topic_score_gemma":8.789988e-7,"domain_scores_codex":[0.9997334,0.0000146793,0.00004358854,0.00008359137,0.00006070017,0.00006396378],"domain_scores_gemma":[0.9996426,0.000007330067,0.00001149492,0.000283354,0.00003679977,0.00001848848],"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":[2.515245e-7,0.000003443773,0.00004371149,3.705364e-7,4.681167e-7,9.962054e-8,0.00009134137,1.825354e-7,0.0005997116,0.9107107,0.00151282,0.08703693],"study_design_scores_gemma":[0.0001290129,0.0001940465,0.01177868,0.000003462685,0.000001021255,0.00001649618,0.00001565291,0.396533,0.2938654,0.04838863,0.2488854,0.0001891479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001323081,0.000002496139,0.8477345,0.0001520345,0.0002702478,0.00001609896,1.834082e-8,0.0001224246,0.1503792],"genre_scores_gemma":[0.1254858,4.078448e-7,0.8729709,0.0003682905,0.00005989149,0.00000129235,3.678671e-8,9.242036e-7,0.001112481],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.862322,"threshold_uncertainty_score":0.9999811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02828522585651348,"score_gpt":0.3114379991752826,"score_spread":0.2831527733187691,"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."}}