{"id":"W4200547111","doi":"10.1088/1742-6596/2083/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Operations research; Computer science; Political science; Engineering; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001835219,0.001026806,0.0008219735,0.002359063,0.002845209,0.00452792,0.001675722,0.001519112,0.405408],"category_scores_gemma":[0.01419083,0.0003445968,0.0006240747,0.001654985,0.0007920408,0.003735995,0.002265168,0.004417422,0.318379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002169151,"about_ca_system_score_gemma":0.002611842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003168035,"about_ca_topic_score_gemma":0.003405793,"domain_scores_codex":[0.9987882,0.0001698383,0.00009758679,0.000235089,0.0006008843,0.0001083436],"domain_scores_gemma":[0.9928046,0.001070921,0.0002745564,0.0005455724,0.004216611,0.001087747],"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":[0.00001570907,0.00001363162,0.0000691199,0.00006320535,0.000001106073,0.00003708394,0.00007825068,0.00004623064,0.00008261949,0.003101574,0.9729926,0.02349884],"study_design_scores_gemma":[0.000002560959,0.00001305027,0.0001621048,0.00007861133,9.932268e-7,0.00006173564,0.00007207833,0.0000270564,0.00005214825,0.001827999,0.9976975,0.000004118672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001809905,0.01158549,0.01085625,0.07309137,0.2816093,0.0007549872,0.01439233,0.002720699,0.6031797],"genre_scores_gemma":[0.009078204,0.008097123,0.005012079,0.01650543,0.04783734,0.0004793977,0.01223957,0.001423344,0.8993275],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.405408,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150047881017646,"score_gpt":0.2348082092560793,"score_spread":0.2133077304459028,"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."}}