{"id":"W4252671246","doi":"10.1007/978-3-642-28804-3_10","title":"Conclusion","year":2012,"lang":"en","type":"book-chapter","venue":"Lecture notes in control and information sciences","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Distributed computing; Computer science; Range (aeronautics); Autonomy; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002016373,0.0005881955,0.0003242815,0.001121338,0.001789312,0.004727232,0.001406557,0.001636726,0.3015703],"category_scores_gemma":[0.008810193,0.0001628064,0.0006412498,0.0007907366,0.001042731,0.002704955,0.002096733,0.001875392,0.1002119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002472113,"about_ca_system_score_gemma":0.003107362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005685794,"about_ca_topic_score_gemma":0.005631686,"domain_scores_codex":[0.9979745,0.0003085961,0.00005855776,0.0004552398,0.0009090625,0.0002941493],"domain_scores_gemma":[0.9966261,0.0005664818,0.0001196508,0.0004459344,0.001753209,0.0004886258],"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":[0.0002410278,0.00008816289,0.002998529,0.0004868119,0.00003780098,0.0003484803,0.001072276,0.0003689645,0.001289463,0.1808108,0.5814246,0.2308331],"study_design_scores_gemma":[0.00001631575,0.00001790534,0.001250217,0.0002320652,0.00001613226,0.000160371,0.000875415,0.000103006,0.0007937712,0.02277319,0.9737536,0.000008058695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004090834,0.001949578,0.008518545,0.03203738,0.006637746,0.000115771,0.001760783,0.000658938,0.9442305],"genre_scores_gemma":[0.08405656,0.002914209,0.007351656,0.03258596,0.002353148,0.0001949098,0.00367869,0.0008500127,0.8660148],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6984297,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165544125937459,"score_gpt":0.236390024547315,"score_spread":0.2247345832879404,"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."}}