{"id":"W4205433548","doi":"10.4000/belphegor.3718","title":"Introduction","year":2021,"lang":"fr","type":"article","venue":"Belphégor","topic":"Literature and Culture Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; 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":["insufficient_payload"],"category_scores_codex":[0.00006260449,0.0001508326,0.000181856,0.00001939287,0.0005301194,0.0003238735,0.000053447,0.00007649336,0.01848051],"category_scores_gemma":[0.00004512521,0.0001327918,0.0001163293,0.00006488313,0.0001988236,0.0002310496,0.00005204696,0.0001834507,0.001347268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002928759,"about_ca_system_score_gemma":0.00004447349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005918367,"about_ca_topic_score_gemma":0.0004065568,"domain_scores_codex":[0.9991369,0.00005417432,0.0001710585,0.0002660622,0.0001270233,0.0002448361],"domain_scores_gemma":[0.999386,0.00001738048,0.00004141036,0.0002007616,0.0003066811,0.00004776493],"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":[0.000003531092,0.00006998153,0.000005802285,0.00006132578,0.00005823318,0.00003708277,0.009557053,3.154145e-7,0.000085164,0.4679545,0.5173987,0.004768288],"study_design_scores_gemma":[0.0001556009,0.00004013323,0.00008166528,0.00003574088,0.0001091735,0.00004713541,0.006113539,0.000001545121,0.000732787,0.002767523,0.9897419,0.0001732818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001214858,0.2174506,0.00001578522,0.261851,0.01837959,0.00008700617,0.0001336465,0.00006992657,0.5007975],"genre_scores_gemma":[0.01303425,0.0008930261,0.0001466108,0.001324436,0.04166275,0.000009774098,0.00008175695,0.00001632572,0.9428311],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4723432,"threshold_uncertainty_score":0.9994303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01576955169799809,"score_gpt":0.2223394939560702,"score_spread":0.2065699422580721,"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."}}