{"id":"W164668433","doi":"10.1007/978-3-642-39718-9_19","title":"Finitary Fairness in Action Systems","year":2013,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Finitary; Computer science; Implementation; Action (physics); Theoretical computer science; Protocol (science); Discrete mathematics; Mathematics; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004798297,0.0007339396,0.0009452943,0.0008503088,0.002156909,0.003957127,0.001656048,0.00147803,0.006055148],"category_scores_gemma":[0.009160854,0.0007406856,0.0009667497,0.001496661,0.005665163,0.006357675,0.002162713,0.004884332,0.0009970755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004047639,"about_ca_system_score_gemma":0.002169382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002593881,"about_ca_topic_score_gemma":0.001980022,"domain_scores_codex":[0.996228,0.001523386,0.0002555439,0.0005417016,0.0009748403,0.0004764495],"domain_scores_gemma":[0.9948133,0.0034485,0.0001777113,0.0008571218,0.0005088575,0.0001944153],"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":[0.00001193152,0.000005041853,0.00003742881,0.00001890952,0.000003502004,0.00001014781,0.0001120786,0.001422199,0.0001065129,0.9929542,0.0006998968,0.004618125],"study_design_scores_gemma":[0.00000517291,0.000003982536,0.00002655712,0.00001203426,0.000003741718,0.00001040386,0.00001249371,0.004006812,0.0001205745,0.9919892,0.00380507,0.000003906304],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01913835,0.004804597,0.8072289,0.003385785,0.0008786949,0.00007512239,0.0001759828,0.0004898832,0.1638227],"genre_scores_gemma":[0.7999531,0.00295938,0.1215712,0.0009085629,0.001367228,0.0003830232,0.0003023748,0.0003439024,0.07221124],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006055148,"threshold_uncertainty_score":0.02936774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02340377872300835,"score_gpt":0.2456832477823081,"score_spread":0.2222794690592998,"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."}}