{"id":"W7053501973","doi":"","title":"Valorisation des corpus numérisés","year":2012,"lang":"en","type":"other","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Electrical and Electromagnetic Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dematerialization (economics); Subject (documents); Cultural heritage; Metadata; Digital preservation; Electronic publishing; Service provider","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001380352,0.0002520608,0.000261212,0.0001688592,0.0002109288,0.0001524059,0.000542144,0.0001477097,0.007511936],"category_scores_gemma":[0.0001119593,0.0002424943,0.0001395876,0.0004189609,0.0001842437,0.00007534726,0.0001559113,0.000389265,0.0005108162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004795726,"about_ca_system_score_gemma":0.0001158013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004052758,"about_ca_topic_score_gemma":0.0001881409,"domain_scores_codex":[0.9968184,0.001709816,0.0002411809,0.0003787742,0.0003364327,0.000515446],"domain_scores_gemma":[0.9978223,0.0004576562,0.0002248917,0.0008259831,0.0004596044,0.0002095609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007327064,0.0007825498,0.01025313,0.0000863942,0.00015078,0.000001105297,0.001417107,4.895848e-7,0.00198693,0.2097204,0.2922774,0.4833164],"study_design_scores_gemma":[0.0006306328,0.000001218911,0.002029072,0.0005866208,0.00004773664,0.000002846761,0.0000467006,0.0004733015,0.01807014,0.01665326,0.960892,0.0005664517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001418179,0.001814447,0.04941509,0.0007239035,0.00008527706,0.0002679292,0.00002837134,0.0001565113,0.9460903],"genre_scores_gemma":[0.08389451,0.0002429357,0.00686249,0.00001522608,0.0001835653,0.00006037727,0.0003604363,0.000191952,0.9081885],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6686146,"threshold_uncertainty_score":0.9933953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222876861500838,"score_gpt":0.2325776759388498,"score_spread":0.2203489073238414,"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."}}