{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009122439,0.00005899339,0.0001049764,0.00002620212,0.00020907,0.00008803555,0.0002123904,0.00004561002,0.0004010936],"category_scores_gemma":[0.00007031675,0.0000437343,0.00003944819,0.00006095802,0.00004551454,0.00007355851,0.00002745551,0.0001390825,0.002600322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007362955,"about_ca_system_score_gemma":0.000008396522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002140094,"about_ca_topic_score_gemma":0.0002355808,"domain_scores_codex":[0.9994223,0.000004832179,0.0002313758,0.000144228,0.00001206204,0.000185222],"domain_scores_gemma":[0.9994863,0.00004788323,0.00008995345,0.0003244414,0.00001063274,0.00004083102],"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":[0.000002498967,0.000006119961,0.003513857,0.000001829478,0.000006217997,1.472779e-7,0.0000617944,0.00008998827,0.0001158377,0.9926066,0.003467535,0.0001275629],"study_design_scores_gemma":[0.000241015,0.00001470707,0.0006682646,0.000002376932,0.00000161619,0.000004825764,0.00005030957,0.1285864,0.0004834646,0.4939667,0.3757817,0.000198587],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.371616,0.0001577857,0.003054297,0.0006710135,0.0008739543,0.00008999519,0.00001813528,0.00006080409,0.623458],"genre_scores_gemma":[0.9030757,0.00001299944,0.000255287,0.0001291321,0.00006755064,0.000008113489,0.000001015587,0.000008644991,0.09644157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5314597,"threshold_uncertainty_score":0.9981763,"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."}}