{"id":"W2137656620","doi":"10.1145/1807342.1807385","title":"The unavailable candidate model","year":2010,"lang":"en","type":"article","venue":"","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ranking (information retrieval); Social choice theory; Computer science; Voting; Rank (graph theory); Set (abstract data type); Representation (politics); Outcome (game theory); Majority rule; Simple (philosophy); Aggregation problem; Greedy algorithm; Theoretical computer science; Artificial intelligence; Machine learning; Mathematical economics; Mathematics; Algorithm","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":[0.003559431,0.0005636984,0.001352699,0.001059919,0.001798038,0.002729471,0.00324909,0.002968464,0.01641857],"category_scores_gemma":[0.01196181,0.0004397211,0.001139082,0.001480034,0.003222218,0.004701011,0.002479809,0.003045056,0.002186844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001409424,"about_ca_system_score_gemma":0.001959799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002574878,"about_ca_topic_score_gemma":0.002878426,"domain_scores_codex":[0.9961666,0.001809563,0.0001284212,0.0006073729,0.0008378444,0.0004501767],"domain_scores_gemma":[0.9942116,0.003082554,0.0005638955,0.001111264,0.0005605167,0.0004701617],"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":[0.00009227779,0.00004001038,0.0004728718,0.00005914566,0.00002784026,0.0002597242,0.0001601974,0.04651918,0.0003316683,0.9408132,0.003881226,0.007342596],"study_design_scores_gemma":[0.00006010788,0.00006514855,0.0002091337,0.00002915033,0.00002163368,0.0001826866,0.0001159216,0.3165973,0.0002408184,0.6717361,0.01071628,0.00002578771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0502187,0.0008467391,0.8756984,0.005400389,0.0002168265,0.0001738086,0.0008207546,0.0002740016,0.0663505],"genre_scores_gemma":[0.8618376,0.0006316396,0.1024276,0.0007938388,0.0002828382,0.0003709397,0.0005544674,0.0001057499,0.03299533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01641857,"threshold_uncertainty_score":0.05492562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01992940541809339,"score_gpt":0.203642962991508,"score_spread":0.1837135575734146,"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."}}