{"id":"W4315837240","doi":"10.1109/etcea57049.2022.10009809","title":"Keynotes","year":2022,"lang":"en","type":"article","venue":"","topic":"Intuitionistic Fuzzy Systems Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cardiff University; Oxford Academic Health Science Network; Imperial College London; Queen's University; Wellcome Trust","keywords":"Cloud computing; Virtualization; Computer science; Computer security; World Wide Web; Software engineering; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007747451,0.00002266783,0.00002579748,0.00002528341,0.0002966633,0.00004042742,0.0004554405,0.000003617245,0.0003421893],"category_scores_gemma":[0.000005834487,0.00002282962,0.00001339583,0.0001987803,0.000006495711,0.00005328074,0.0002710909,0.00003945094,0.0002008318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003405551,"about_ca_system_score_gemma":0.00002638017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004941244,"about_ca_topic_score_gemma":0.000001483062,"domain_scores_codex":[0.999608,0.0000198882,0.00006099646,0.0001099286,0.0001335465,0.00006766823],"domain_scores_gemma":[0.9996175,0.00003189296,0.00001577606,0.0003012441,0.00001574763,0.00001786939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.324706e-8,0.00001049508,0.00002177411,4.247117e-7,8.347313e-7,7.403984e-7,0.00005057965,0.00006000088,0.0001761483,0.9849031,0.01349777,0.001278084],"study_design_scores_gemma":[0.0001680928,0.00007291928,0.0007928867,7.844748e-7,0.00000152869,0.0001095843,0.0002260863,0.07954331,0.001117375,0.2100171,0.707746,0.0002043841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005081634,0.000009483586,0.8633782,0.002743261,0.0001653666,0.00007401867,0.000001757934,0.0002007886,0.1329189],"genre_scores_gemma":[0.9611574,9.587598e-8,0.0348812,0.0005829304,0.00002046274,0.0001779028,0.000001441967,0.000001845134,0.003176753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9606492,"threshold_uncertainty_score":0.3746733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007951258602256345,"score_gpt":0.2033047194169606,"score_spread":0.1953534608147043,"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."}}