{"id":"W4286425820","doi":"10.3138/flor-2022-0001","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Florilegium","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":[0.000096873,0.00004734234,0.00005651294,0.0000529204,0.0005033698,0.00003738736,0.00007354936,0.000006189417,0.06386282],"category_scores_gemma":[0.00000567293,0.00004589478,0.0000338669,0.00001907385,0.00004087019,0.00008894102,0.00003342599,0.0001413261,0.0002430414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000506266,"about_ca_system_score_gemma":0.0000159732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000186339,"about_ca_topic_score_gemma":0.00002309935,"domain_scores_codex":[0.9995406,0.00002909157,0.00007204429,0.0001153182,0.0001495222,0.00009339253],"domain_scores_gemma":[0.9997967,0.000005983477,0.00002385885,0.0001261052,0.00002341979,0.00002394902],"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":[0.000008889159,0.0000117102,7.870902e-7,0.000002750031,0.000002940048,0.000001778427,0.00995153,0.00000466705,0.00000427342,0.3349997,0.654962,0.00004899095],"study_design_scores_gemma":[0.00006527758,0.00006080055,0.000003372466,3.305244e-7,0.000005955314,0.000003531125,0.001085714,0.00001997899,0.000001418639,0.0006521422,0.9980398,0.00006170593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008160679,0.0004257364,0.00003909601,0.003762311,0.4077594,0.00009463703,0.00005494755,0.0001387382,0.586909],"genre_scores_gemma":[0.06622665,0.000001380903,0.00007099866,0.001546155,0.4426768,0.00008288949,0.0001453035,0.00001856706,0.4892313],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3430778,"threshold_uncertainty_score":0.9369929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403717235381362,"score_gpt":0.1818620745411629,"score_spread":0.1678249021873493,"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."}}