{"id":"W2903246246","doi":"","title":"Bridging communities: Semantically augmented metadata for services, grids, and software engineering","year":2006,"lang":"en","type":"article","venue":"","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Metadata; Bridging (networking); World Wide Web; Metadata modeling; Information retrieval; Software engineering; Database; Data science; Metadata repository; Computer security","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":[0.006401716,0.0006646731,0.001167806,0.004316411,0.003362601,0.006841072,0.002393991,0.00281636,0.00442978],"category_scores_gemma":[0.01758308,0.0007690247,0.001100909,0.005912108,0.003088322,0.02112866,0.01392333,0.00319277,0.001731454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053197,"about_ca_system_score_gemma":0.003590809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004527824,"about_ca_topic_score_gemma":0.007385917,"domain_scores_codex":[0.9953939,0.001828993,0.0004103719,0.0005004607,0.001539887,0.0003264654],"domain_scores_gemma":[0.987132,0.00311719,0.0006960872,0.006389478,0.001570913,0.00109431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006729543,0.0003343562,0.003201472,0.0005888778,0.0001076717,0.000652895,0.004229805,0.00837169,0.009449555,0.7007746,0.02565669,0.2459595],"study_design_scores_gemma":[0.00009229177,0.0000869064,0.0003889099,0.0002511549,0.00009673441,0.0003115843,0.001468589,0.0435055,0.007029774,0.8105359,0.1361466,0.00008606856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02364203,0.001048165,0.9534343,0.002888598,0.0004578758,0.0002284628,0.001022176,0.006452348,0.01082603],"genre_scores_gemma":[0.3533159,0.001639854,0.6255686,0.0009369091,0.0003541232,0.0003280083,0.004012947,0.001545126,0.01229848],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006841072,"threshold_uncertainty_score":0.03385592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007468299314238579,"score_gpt":0.1996128533565708,"score_spread":0.1921445540423322,"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."}}