{"id":"W2128076582","doi":"10.2139/ssrn.284204","title":"Probabilistic Representation of Complexity","year":2001,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Probabilistic logic; Representation (politics); Computer science; Artificial intelligence; Mathematics; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.004374994,0.00006338309,0.0001589508,0.0001133277,0.000161452,0.00004926424,0.0005122926,0.00002812185,0.0003035013],"category_scores_gemma":[0.001170721,0.00004658251,0.00009937828,0.0007016094,0.0001526749,0.0001735786,0.00003369064,0.0004844497,0.0001314011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264041,"about_ca_system_score_gemma":0.0004710085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000210916,"about_ca_topic_score_gemma":0.0002508606,"domain_scores_codex":[0.9978989,0.0002198621,0.0004782322,0.0001730871,0.0005539311,0.0006760211],"domain_scores_gemma":[0.9986355,0.0003991532,0.0003147595,0.0003257478,0.0002715592,0.00005329556],"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":[0.00004149943,0.00006323348,0.003659423,4.261493e-7,0.00001398909,5.251905e-7,0.0001059579,0.0001534832,0.0005232302,0.9616426,0.0001000603,0.03369559],"study_design_scores_gemma":[0.0001868739,0.00007848194,0.006012764,0.000002582986,0.000009000642,0.0002603903,0.001470892,0.0002866196,0.0001659658,0.9900697,0.001409037,0.00004763663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390194,0.0001543215,0.05097594,0.001380331,0.00006251385,0.0001139941,0.000001900848,0.00001325254,0.00827828],"genre_scores_gemma":[0.9967428,0.0001595359,0.0001957998,0.00002739506,0.00008145096,0.000003696199,0.000001176749,0.00000442599,0.002783742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05772332,"threshold_uncertainty_score":0.3323126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1417230615109454,"score_gpt":0.4105076396888624,"score_spread":0.268784578177917,"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."}}