{"id":"W54667811","doi":"10.1007/978-3-642-28804-3_9","title":"Future Research Directions","year":2012,"lang":"en","type":"book-chapter","venue":"Lecture notes in control and information sciences","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Extension (predicate logic); Stability (learning theory); Controller (irrigation); Computer science; Foundation (evidence); Engineering; Control engineering; Management science; Calculus (dental); Artificial intelligence; Operations research; Mathematics; Machine learning; Political science","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":[0.0009209738,0.00017931,0.0002544511,0.0004842159,0.0003094626,0.000185879,0.0001642068,0.0002979246,0.0002695944],"category_scores_gemma":[0.0002149763,0.0001495218,0.0000607464,0.0001726354,0.0003584053,0.001105491,0.00002331737,0.0005592648,0.00006286018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000728979,"about_ca_system_score_gemma":0.00005641138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003072398,"about_ca_topic_score_gemma":0.0003933089,"domain_scores_codex":[0.9987443,0.0000327178,0.000366678,0.0001333024,0.0004286125,0.0002943775],"domain_scores_gemma":[0.9989246,0.0006537224,0.00004855026,0.0001592125,0.000138986,0.00007496506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001527516,0.000007881304,0.0001710132,0.00009985705,0.0000298685,1.129844e-7,0.001344646,0.002664035,0.00002422665,0.07114046,0.0000613516,0.9244413],"study_design_scores_gemma":[0.001021054,0.0001250389,0.002957576,0.0001184752,0.00004505269,0.000006188671,0.0001067561,0.04398702,0.00002937988,0.1420314,0.8090017,0.0005703708],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001096657,0.04576661,0.08000349,0.009011352,0.003180523,0.002038696,0.0002733783,0.0005165836,0.8581127],"genre_scores_gemma":[0.9961544,0.002530834,0.0001862349,0.000259213,0.0005317578,0.00004553091,0.0000220217,0.00001009907,0.0002598796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9950578,"threshold_uncertainty_score":0.6097322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871000994635375,"score_gpt":0.2736676957322309,"score_spread":0.2449576857858771,"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."}}