{"id":"W4250850172","doi":"10.4000/mefrm.7421","title":"Introduction","year":2020,"lang":"fr","type":"article","venue":"Mélanges de l'École française de Rome. Moyen Age","topic":"Contemporary art, education, critique","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001502907,0.0003670902,0.0004566824,0.0001227738,0.0006011421,0.0002362063,0.0006247287,0.0004323765,0.005552853],"category_scores_gemma":[0.0005211766,0.0004648371,0.0002210042,0.0009174122,0.0005404432,0.00152996,0.00008611252,0.0006483107,0.001553903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004146617,"about_ca_system_score_gemma":0.0008117064,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008133007,"about_ca_topic_score_gemma":0.003768616,"domain_scores_codex":[0.9958535,0.001504679,0.0004714222,0.0007357036,0.0004675754,0.0009671358],"domain_scores_gemma":[0.9981411,0.0002326634,0.0001901367,0.000459494,0.0001395632,0.0008371139],"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":[0.00007618756,0.0003819279,0.009997079,0.0003343447,0.0001072449,0.0004211793,0.1533675,0.0001901169,0.001547382,0.04704518,0.7714341,0.01509772],"study_design_scores_gemma":[0.00043079,0.0001503332,0.009561478,0.00006615854,0.00009558674,0.00002627774,0.008825017,0.0005116893,0.0004601095,0.002014973,0.9773853,0.0004722271],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2032613,0.01090126,0.00140285,0.7520352,0.002503343,0.0007408043,0.00008529674,0.000350014,0.0287199],"genre_scores_gemma":[0.7090337,0.002157585,0.003392572,0.01500042,0.02277324,0.0001914445,0.0001442393,0.000137583,0.2471692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7370348,"threshold_uncertainty_score":0.9997804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02217550815685106,"score_gpt":0.2753098248667546,"score_spread":0.2531343167099036,"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."}}