{"id":"W4233072850","doi":"10.4000/memini.1512","title":"Numérique et études médiévales: enjeux pédagogiques et formation par la recherche","year":2020,"lang":"fr","type":"paratext","venue":"Memini","topic":"Medieval European Literature and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002897678,0.0007535237,0.0008560964,0.0001928335,0.0003962448,0.000831295,0.0005675821,0.0009657106,0.01119673],"category_scores_gemma":[0.0009396982,0.0006912879,0.0003895913,0.00008722211,0.0005005287,0.0006952998,0.000173169,0.00327276,0.01040983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000331141,"about_ca_system_score_gemma":0.0008210847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009831343,"about_ca_topic_score_gemma":0.0004294498,"domain_scores_codex":[0.9930648,0.004456599,0.0009193677,0.0006452037,0.0004463589,0.0004676914],"domain_scores_gemma":[0.9963706,0.001944462,0.0005606199,0.0005109709,0.0003439729,0.0002693974],"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":[0.00006403967,0.0000865672,5.652682e-7,0.001336992,0.00008000356,0.00006204837,0.2163879,0.000003863756,0.00009106435,0.2914836,0.4889639,0.001439412],"study_design_scores_gemma":[0.0003362623,0.0003509105,0.000007867618,0.001797289,0.00008701989,0.00003246144,0.008665894,0.00003569449,0.0002520873,0.001153782,0.9865371,0.0007436093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003122233,0.03141496,0.0003202977,0.005604848,0.002641622,0.0004812046,0.0007833454,0.0001814114,0.9582601],"genre_scores_gemma":[0.01242035,0.03066711,0.001710344,0.01435485,0.005494933,0.0001108828,0.002791007,0.0002303932,0.9322201],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4975732,"threshold_uncertainty_score":0.9995538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3698045302912194,"score_gpt":0.3774688012342643,"score_spread":0.007664270943044893,"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."}}