{"id":"W4233589236","doi":"10.1007/978-3-319-28099-8_1795-1","title":"Feedback Loops","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Control Systems and Identification","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001566595,0.00088318,0.0003876548,0.0005484811,0.0006104483,0.001558445,0.000758592,0.0007790235,0.07486941],"category_scores_gemma":[0.0005428466,0.0002551652,0.0002736911,0.000412235,0.0006612669,0.001293348,0.0009570144,0.0008250181,0.03043626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004954066,"about_ca_system_score_gemma":0.0004327435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007552343,"about_ca_topic_score_gemma":0.0008375819,"domain_scores_codex":[0.9997352,0.00002064272,0.000006564514,0.00006825511,0.0001461788,0.00002317628],"domain_scores_gemma":[0.9998606,0.00003163874,0.000008664073,0.00003254769,0.00005891098,0.000007527829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001023075,0.00005943865,0.00009878803,0.0004501088,0.00001661331,0.00007901377,0.0002504259,0.006291614,0.02233574,0.3408588,0.08423989,0.5452172],"study_design_scores_gemma":[0.00002066912,0.0001041775,0.0002198889,0.0001440611,0.00001973755,0.0001732872,0.00006451974,0.009396909,0.01628729,0.1126734,0.8608702,0.00002571107],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002692096,0.002910512,0.2304918,0.0004796144,0.001211883,0.0001088267,0.0004844555,0.003196805,0.758424],"genre_scores_gemma":[0.08969209,0.002960941,0.02663503,0.0005561293,0.0003961671,0.000173627,0.0006084749,0.0004386117,0.8785388],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07486941,"threshold_uncertainty_score":0.2504631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008127033840121835,"score_gpt":0.165219275592271,"score_spread":0.1570922417521492,"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."}}