{"id":"W2046249582","doi":"10.3166/isi.7.1-2.183-205","title":"Indexation par apprentissage local et global pour la recherche symbolique d'images fixes","year":2002,"lang":"fr","type":"article","venue":"Ingénierie des systèmes d information","topic":"African history and culture analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indexation; Humanities; Political science; Art; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00332754,0.001213546,0.001088869,0.01469584,0.0029855,0.01059037,0.0009544279,0.001370411,0.07200383],"category_scores_gemma":[0.01774487,0.0003444343,0.00109439,0.01501523,0.001713512,0.005684742,0.003352298,0.001558675,0.01307262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002963203,"about_ca_system_score_gemma":0.002219729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415857,"about_ca_topic_score_gemma":0.01212969,"domain_scores_codex":[0.9963325,0.001306494,0.0002853382,0.0004355072,0.001354841,0.0002854206],"domain_scores_gemma":[0.99141,0.003523164,0.0006380724,0.001228221,0.002762013,0.00043856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001018244,0.0001283553,0.01499686,0.002393697,0.0002364491,0.0007267151,0.01455925,0.002802855,0.046623,0.1457261,0.09451698,0.6762716],"study_design_scores_gemma":[0.0001199143,0.0002621711,0.04744958,0.0009378148,0.0003476251,0.002065367,0.02049513,0.0126172,0.02856618,0.03009651,0.8568485,0.000193946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2112355,0.02422674,0.2901624,0.01058263,0.006309683,0.001039428,0.02602589,0.0078979,0.4225199],"genre_scores_gemma":[0.636564,0.01328251,0.1666074,0.0005005905,0.002611207,0.001242855,0.01034663,0.00430781,0.1645371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07200383,"threshold_uncertainty_score":0.2408768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07561273600305529,"score_gpt":0.3065100552824924,"score_spread":0.2308973192794371,"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."}}