{"id":"W4240512628","doi":"10.4000/contextes.6405","title":"Introduction","year":2018,"lang":"fr","type":"article","venue":"Contextes","topic":"Literature and Culture Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008083499,0.000143583,0.0001485045,0.00002539708,0.0007160596,0.0002862531,0.00007648103,0.00005961579,0.0145072],"category_scores_gemma":[0.00005397326,0.0001130508,0.00007245009,0.00003351743,0.001105723,0.0002755442,0.0000335064,0.0001130917,0.003356036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001856064,"about_ca_system_score_gemma":0.00001169904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001271903,"about_ca_topic_score_gemma":0.00060378,"domain_scores_codex":[0.9993104,0.0000364303,0.000146953,0.0002060679,0.00008002582,0.0002200848],"domain_scores_gemma":[0.9993763,0.00002371769,0.00004670913,0.0001559065,0.0003591574,0.00003820615],"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":[0.000008442773,0.00002456279,0.00001030903,0.00001818836,0.0000512561,0.000001180042,0.02155967,8.396199e-9,0.00004849563,0.4679848,0.4930023,0.01729075],"study_design_scores_gemma":[0.0001348624,0.0002277687,0.00008339257,0.00005797121,0.00006042352,0.000005837125,0.004465285,0.000002774109,0.000457394,0.005247291,0.989107,0.0001500295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002869954,0.1749748,0.00002669476,0.111126,0.02248786,0.0001401323,0.00006580268,0.0000924737,0.6882163],"genre_scores_gemma":[0.1758611,0.0003146075,0.00003048592,0.001170152,0.08620227,0.000006889539,0.00001083566,0.00001161655,0.736392],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4961047,"threshold_uncertainty_score":0.99742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509008358459665,"score_gpt":0.2303123214069424,"score_spread":0.2152222378223458,"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."}}