{"id":"W4251792561","doi":"10.3138/flor.20.024","title":"Wilfrid Laurier University","year":2003,"lang":"en","type":"article","venue":"Florilegium","topic":"Historical Studies of British Isles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medievalism; Middle Ages; Medieval studies; Aside; Variety (cybernetics); Classics; The arts; History; Sociology; Literature; Art; Visual arts; Ancient history; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005240608,0.00007803302,0.0001067532,0.00002841744,0.0004131907,0.0000354024,0.00009846936,0.00002250025,0.004358631],"category_scores_gemma":[0.00004149401,0.00008367947,0.00005746742,0.00002898802,0.0001578028,0.0001414455,0.00002295612,0.000074829,0.0006217419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009192812,"about_ca_system_score_gemma":0.0000172628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001844862,"about_ca_topic_score_gemma":0.0005978473,"domain_scores_codex":[0.9994541,0.00002906942,0.0000681668,0.0001455395,0.0001158692,0.0001872491],"domain_scores_gemma":[0.9997107,0.00002668314,0.00002329988,0.0001215444,0.00005720928,0.00006050639],"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":[0.000002743952,0.00001750254,0.0000299385,0.000002933634,0.00001085543,0.00001771127,0.001747949,5.811838e-7,2.600789e-7,0.4008047,0.597299,0.0000658292],"study_design_scores_gemma":[0.0001602248,0.00002488718,0.00004151001,0.000004219957,0.00001069327,0.000001568497,0.001193584,0.000002137338,0.000001857392,0.0006783991,0.9977624,0.000118459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001690349,0.000265272,0.0001534856,0.0002860957,0.03688442,0.00006362162,0.00002783004,0.000114774,0.9605141],"genre_scores_gemma":[0.4458617,0.00008216249,0.001177697,0.00081222,0.03686392,0.000005269914,0.00001497428,0.00005217151,0.5151299],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4453842,"threshold_uncertainty_score":0.9965515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914667168784161,"score_gpt":0.1705878393084106,"score_spread":0.151441167620569,"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."}}