{"id":"W4243484913","doi":"10.1007/978-1-4614-6170-8_100491","title":"Elastic Computing","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":[0.0003620718,0.0009115769,0.0005783863,0.0008036359,0.0007047102,0.002108032,0.001089923,0.0007743901,0.0624053],"category_scores_gemma":[0.001467157,0.0004379431,0.0003605569,0.001808052,0.0007128518,0.004003152,0.001751946,0.001812864,0.02219387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007527848,"about_ca_system_score_gemma":0.0005953341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009187926,"about_ca_topic_score_gemma":0.001217468,"domain_scores_codex":[0.999634,0.00003249126,0.00001688785,0.00008147864,0.0001948918,0.00004024007],"domain_scores_gemma":[0.9996244,0.0001048893,0.0000168672,0.0001515945,0.00007629161,0.00002598845],"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":[0.00005465257,0.00004541594,0.0001105955,0.0001878957,0.00002030472,0.00005407037,0.00005671695,0.0106366,0.00225049,0.2851619,0.1498509,0.5515702],"study_design_scores_gemma":[0.000009119992,0.00001647051,0.0002657362,0.000143685,0.00001372328,0.000209811,0.00004836292,0.03841558,0.003632888,0.3782234,0.5789952,0.00002604226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00422342,0.01043221,0.3331606,0.00382392,0.002789131,0.0001110654,0.0005951011,0.002655769,0.6422088],"genre_scores_gemma":[0.08359807,0.01457111,0.1191809,0.00130479,0.002376376,0.0002017957,0.001906317,0.001691888,0.7751688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0624053,"threshold_uncertainty_score":0.2087665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174881195315698,"score_gpt":0.2246816304220829,"score_spread":0.2071935108905131,"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."}}