{"id":"W4286753649","doi":"10.1002/9781444338386.wbeah06076.pub2","title":"Collegia","year":2022,"lang":"en","type":"other","venue":"The Encyclopedia of Ancient History","topic":"Historical Economic and Legal Thought","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Context (archaeology); Group (periodic table); Social group; State (computer science); Political science; Economy; Geography; Psychology; Social psychology; Computer science; Economics; Archaeology; Chemistry","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":[0.0007131923,0.0001438883,0.000295876,0.0001402007,0.0002659037,0.000002763575,0.0007545136,0.0001441764,0.1478098],"category_scores_gemma":[0.0001297457,0.0001227847,0.0001524886,0.0001743994,0.0007449035,0.00002885716,0.00009154763,0.0002986284,0.0004815822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00237934,"about_ca_system_score_gemma":0.001167328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004868521,"about_ca_topic_score_gemma":0.001801352,"domain_scores_codex":[0.998575,0.0002601196,0.0002272747,0.0002435914,0.0004204219,0.0002735467],"domain_scores_gemma":[0.9990067,0.0001081657,0.0003524284,0.0004085391,0.0000181112,0.0001060604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004427184,0.00003639191,0.00001638574,0.00001156874,0.0000132141,0.000002724772,0.008094504,8.642245e-7,5.060988e-7,0.02022209,0.9709664,0.000630898],"study_design_scores_gemma":[0.00007839934,0.00001966485,0.0000147714,0.00000834509,0.00002551419,2.056665e-7,0.0007588864,4.075833e-7,3.78824e-8,0.00003949341,0.9989035,0.0001507879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001358176,0.02071872,0.000005351736,0.0002523328,0.006296817,0.0002936488,0.00002886566,0.0001077634,0.9722829],"genre_scores_gemma":[0.00005795147,0.002958483,0.00007434541,0.000525957,0.001151253,0.00003757559,0.000008004603,0.0001259721,0.9950604],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1473282,"threshold_uncertainty_score":0.8529692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667226752691205,"score_gpt":0.239299365060651,"score_spread":0.2226270975337389,"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."}}