{"id":"W2564196720","doi":"10.1145/3008167.3008171","title":"R3S","year":2016,"lang":"en","type":"article","venue":"","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004062772,0.001449395,0.001222333,0.002546017,0.002552138,0.005480681,0.003416995,0.002756943,0.5808856],"category_scores_gemma":[0.02250195,0.0006563694,0.001404941,0.002760711,0.001073994,0.0028605,0.004263871,0.002196717,0.4907703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00222954,"about_ca_system_score_gemma":0.005623123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007111664,"about_ca_topic_score_gemma":0.007215794,"domain_scores_codex":[0.9953803,0.0008186836,0.000347037,0.0009809108,0.00204325,0.0004297947],"domain_scores_gemma":[0.9905433,0.001198176,0.0003968264,0.00232269,0.004524142,0.001014731],"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":[0.0002148126,0.00003197896,0.0005621157,0.0005042629,0.00002621842,0.0001775876,0.00014942,0.00031887,0.0009619124,0.01265341,0.906199,0.07820045],"study_design_scores_gemma":[0.00002825388,0.00001783256,0.0002773282,0.0001270196,0.000009772208,0.0001461761,0.00007439691,0.0002343394,0.0006085879,0.003571752,0.9948897,0.00001484025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003650651,0.00371698,0.0389967,0.01531782,0.01646335,0.000900531,0.08944858,0.03373726,0.7977682],"genre_scores_gemma":[0.05651938,0.00456418,0.04680039,0.01231188,0.003340362,0.001560313,0.1346099,0.02195952,0.718334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4191144,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025511994504972,"score_gpt":0.2078220882002863,"score_spread":0.1975669682552366,"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."}}