{"id":"W7081552379","doi":"","title":"De nouvelles architectures pour les Big Data","year":2025,"lang":"fr","type":"book-chapter","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GDG Environnement","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002847255,0.001757004,0.0007595146,0.001606217,0.0009827454,0.006167752,0.001521691,0.002051947,0.03558843],"category_scores_gemma":[0.005043969,0.001158223,0.0008513757,0.003416984,0.001050586,0.01220048,0.002202002,0.005978548,0.01937333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279176,"about_ca_system_score_gemma":0.001364398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002611985,"about_ca_topic_score_gemma":0.002925992,"domain_scores_codex":[0.9985134,0.000289484,0.0001177066,0.0003211001,0.0006366095,0.0001216602],"domain_scores_gemma":[0.9972977,0.0009186795,0.00007872385,0.0009287713,0.0005780227,0.0001981102],"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":[0.0001733375,0.00007734637,0.000319926,0.0005219275,0.00004751771,0.00009579061,0.0002593333,0.005487962,0.00714694,0.387992,0.1310512,0.4668266],"study_design_scores_gemma":[0.00004678856,0.00006598289,0.0004418382,0.0003102183,0.00003448712,0.0003163965,0.0001331115,0.0362233,0.005813482,0.1866312,0.7699307,0.00005244625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005538011,0.03185003,0.7867958,0.01387834,0.004517964,0.0002394597,0.001608783,0.009048669,0.146523],"genre_scores_gemma":[0.05330699,0.04580997,0.6296707,0.005033605,0.003272912,0.0008344414,0.005907274,0.004314505,0.2518496],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03558843,"threshold_uncertainty_score":0.1190551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04406316490349645,"score_gpt":0.2354781913271383,"score_spread":0.1914150264236418,"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."}}