{"id":"W4246999425","doi":"10.1002/rnc.4786","title":"Cover Image","year":2019,"lang":"en","type":"paratext","venue":"International Journal of Robust and Nonlinear Control","topic":"Advanced Sensor and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cover (algebra); Computer science; Image (mathematics); Artificial intelligence; Engineering; Mechanical engineering","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":[0.0001466284,0.0002508499,0.0005856075,0.0002174156,0.00001748094,0.0001136502,0.0003421871,0.0001941411,0.0007840261],"category_scores_gemma":[0.00003467813,0.0002125098,0.0002248303,0.00003385475,0.00003080017,0.0002316694,0.00001993963,0.0005163486,0.001597279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008712666,"about_ca_system_score_gemma":0.00005891621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003866559,"about_ca_topic_score_gemma":0.000001241424,"domain_scores_codex":[0.9986369,0.00003104468,0.0005953589,0.0001209043,0.0004401911,0.000175579],"domain_scores_gemma":[0.9988225,0.0001330014,0.0003094459,0.0001152711,0.000527455,0.00009232501],"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":[0.0005645559,0.00005719775,0.00004567394,0.0001620265,0.002661979,0.0002356812,0.00009586009,0.4245569,0.007020725,0.00003144312,0.5564169,0.008151159],"study_design_scores_gemma":[0.004317919,0.00009660106,0.00004041136,0.0003041961,0.00009465249,0.0003524131,0.00002890215,0.1080292,0.0001397491,0.00001359332,0.8862588,0.000323611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007753651,0.04718585,0.5624272,0.001300856,0.08773743,0.0009129626,0.002473373,0.000103865,0.2901048],"genre_scores_gemma":[0.7649021,0.0133545,0.007252956,0.00110066,0.03387176,0.00001180074,0.0002848955,0.0004021536,0.1788192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7571484,"threshold_uncertainty_score":0.9991801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006944086935216201,"score_gpt":0.2328028369370648,"score_spread":0.2258587500018486,"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."}}