{"id":"W4399855208","doi":"10.18280/isi.290330","title":"A Review of Semantic Annotation in the Context of the Linked Open Data Cloud","year":2024,"lang":"fr","type":"review","venue":"Ingénierie des systèmes d information","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cloud computing; Computer science; Linked data; Annotation; Semantic annotation; Context (archaeology); World Wide Web; Information retrieval; Open data; Semantic Web; Data science; Artificial intelligence; Geography","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":[0.004492671,0.001138104,0.001424304,0.01225235,0.00148119,0.004633233,0.001823836,0.002956196,0.003972339],"category_scores_gemma":[0.01270518,0.0007839107,0.001241483,0.0165941,0.003183343,0.009647355,0.002772671,0.002653615,0.001791167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002934759,"about_ca_system_score_gemma":0.006334634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004835308,"about_ca_topic_score_gemma":0.004877468,"domain_scores_codex":[0.9967722,0.001200023,0.0005945233,0.0003912059,0.0008903326,0.0001517037],"domain_scores_gemma":[0.9883085,0.009019365,0.0005756143,0.0004143111,0.001508653,0.0001734427],"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":[0.0000612177,0.00006515913,0.0007235006,0.05078096,0.0001660401,0.0008513022,0.002644645,0.001592837,0.001541837,0.1829327,0.06335002,0.6952897],"study_design_scores_gemma":[0.000003736811,0.00002111402,0.0005500137,0.01534417,0.00007952352,0.0005873354,0.0005019592,0.000500919,0.0004183195,0.021355,0.9605964,0.00004159296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005505766,0.9639185,0.01672827,0.004414032,0.001488653,0.00006580252,0.0002022091,0.0001037923,0.01252807],"genre_scores_gemma":[0.004675171,0.9799286,0.01090928,0.001760622,0.001081123,0.0001031005,0.0003297369,0.00005627915,0.001156181],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01225235,"threshold_uncertainty_score":0.02375978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160210148381716,"score_gpt":0.3469274993505986,"score_spread":0.230906484512427,"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."}}