{"id":"W2290775975","doi":"10.3982/te2446","title":"Ranking by rating","year":2018,"lang":"en","type":"article","venue":"Theoretical Economics","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec-Société et Culture","keywords":"Ranking (information retrieval); Monotonic function; Axiom; Mathematics; Consistency (knowledge bases); Separable space; Rank (graph theory); Invariant (physics); Set (abstract data type); Discrete mathematics; Combinatorics; Computer science; Artificial intelligence; Mathematical analysis","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":[0.01196878,0.002035229,0.002659673,0.00357122,0.001224587,0.006082106,0.002294366,0.001365976,0.0368389],"category_scores_gemma":[0.04542511,0.0005102708,0.001423716,0.004569004,0.001879793,0.0052344,0.002985658,0.001846309,0.01477724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706635,"about_ca_system_score_gemma":0.002527253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707855,"about_ca_topic_score_gemma":0.002164497,"domain_scores_codex":[0.9697454,0.01660259,0.001808169,0.002858822,0.008232225,0.0007528322],"domain_scores_gemma":[0.9712132,0.01045046,0.001919952,0.009669677,0.00581168,0.0009350197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002057988,0.0002361433,0.002861474,0.001152048,0.0002893749,0.0001088185,0.0005205903,0.01388433,0.003012865,0.3483942,0.05153179,0.5778025],"study_design_scores_gemma":[0.000166019,0.0008580066,0.004268415,0.0005842198,0.0002250764,0.0008922865,0.001011765,0.1149808,0.00737307,0.5275765,0.3417367,0.000327036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008350851,0.001507435,0.9136361,0.001627582,0.0004764092,0.001091634,0.001038125,0.001639514,0.07063234],"genre_scores_gemma":[0.1692074,0.002151825,0.7894627,0.0005322616,0.0004045357,0.001096231,0.002823094,0.0005619213,0.03376003],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0368389,"threshold_uncertainty_score":0.1232384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08400881393084295,"score_gpt":0.4043908392695632,"score_spread":0.3203820253387203,"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."}}