{"id":"W2576743109","doi":"10.1145/3012408.3012412","title":"MHDeS","year":2016,"lang":"en","type":"article","venue":"","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada); University of New Brunswick","funders":"","keywords":"Computer science; Java; Programming language; Implementation; Graph; Operating system; Theoretical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003861448,0.00002748905,0.00003125276,0.00001234514,0.00002317798,0.000007086096,0.0001228313,0.000006450751,0.00004934188],"category_scores_gemma":[0.00001303382,0.0000126787,0.00001032675,0.00004274484,0.00001267659,0.0004926372,0.00008390068,0.000006001147,0.0002895693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004586968,"about_ca_system_score_gemma":0.000007111376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005688047,"about_ca_topic_score_gemma":0.000004636829,"domain_scores_codex":[0.9997254,0.000006067931,0.00004579104,0.00009753711,0.00005036355,0.00007485548],"domain_scores_gemma":[0.9996704,0.00002661532,0.00001045958,0.0002547369,0.00001279321,0.00002502452],"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":[1.657044e-7,0.000001683332,0.00009699762,5.48291e-7,5.991662e-7,0.000001486628,0.000009557541,5.865015e-8,0.003373638,0.9314185,0.001714039,0.06338274],"study_design_scores_gemma":[0.0001095762,0.00001728217,0.0006231405,0.00001306135,1.868744e-7,0.00001016619,0.00000623189,0.00007221281,0.01979595,0.005493335,0.9737792,0.00007965931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005324211,0.00001997339,0.9825455,0.001008479,0.0001192065,0.00001669369,0.000001187647,0.0001317969,0.01562477],"genre_scores_gemma":[0.3689848,0.00001478878,0.6094828,0.000371826,0.00007695796,0.000007904581,2.182555e-7,0.000003520796,0.02105723],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9720652,"threshold_uncertainty_score":0.3721924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00952085500084597,"score_gpt":0.2176822886706892,"score_spread":0.2081614336698432,"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."}}