{"id":"W2810425581","doi":"10.1145/3212734.3212775","title":"On the Classification of Deterministic Objects via Set Agreement Power","year":2018,"lang":"en","type":"article","venue":"","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Set (abstract data type); Power (physics); Artificial intelligence; Physics; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.003903325,0.0005971902,0.001522905,0.002533914,0.002768563,0.005808028,0.002095603,0.001453307,0.005008811],"category_scores_gemma":[0.0265712,0.0005696146,0.001350618,0.003333624,0.007783817,0.01560386,0.005002868,0.004012097,0.0009097366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834951,"about_ca_system_score_gemma":0.001376684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593072,"about_ca_topic_score_gemma":0.000795385,"domain_scores_codex":[0.9957352,0.001040243,0.0003362734,0.0007595606,0.001518155,0.0006105596],"domain_scores_gemma":[0.9710827,0.02077338,0.001519633,0.004069571,0.001542043,0.00101264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005704039,0.00002236306,0.0006617533,0.00002841964,0.000007858735,0.00003115705,0.000301231,0.007513559,0.0003074829,0.9782544,0.0008715917,0.01194308],"study_design_scores_gemma":[0.00001194319,0.0000160601,0.0001578463,0.00001400179,0.000007062682,0.00003209376,0.00004523292,0.04127203,0.0002981805,0.9561604,0.001974803,0.00001033149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1789467,0.001348496,0.7604409,0.00357607,0.0002765558,0.0001900532,0.0004283176,0.000577928,0.05421498],"genre_scores_gemma":[0.9117807,0.001087474,0.07221323,0.0005747855,0.0005807165,0.0002947024,0.0005845017,0.0002627219,0.0126212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005808028,"threshold_uncertainty_score":0.020643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02806833765370677,"score_gpt":0.2678966076606491,"score_spread":0.2398282700069423,"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."}}