{"id":"W2172197475","doi":"10.5539/cis.v4n2p132","title":"Service Oriented Application in Agent Based Virtual Knowledge Community","year":2011,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Virtual community; Knowledge management; Cyberspace; Serviceability (structure); Knowledge sharing; The Internet; Service (business); Construct (python library); Architecture; World Wide Web; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002441999,0.00004905597,0.00004151126,0.0001890628,0.0001128412,0.00004097823,0.0001196983,0.00002300582,0.000007423251],"category_scores_gemma":[0.000003841221,0.00004648848,0.000006195695,0.0005886839,0.00006426107,0.002030954,0.00002930491,0.00009397304,0.00004039726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000367443,"about_ca_system_score_gemma":0.00002626175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005056675,"about_ca_topic_score_gemma":0.00004098086,"domain_scores_codex":[0.999639,0.0000127512,0.0001563442,0.00003981935,0.00007566251,0.00007640107],"domain_scores_gemma":[0.9996971,0.00001042757,0.00002092763,0.0001146251,0.0001181559,0.00003870578],"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":[0.00001106248,0.0000494383,0.004365679,0.00008034545,0.000002667598,6.502776e-8,0.02591808,0.005890837,0.0006055197,0.06282928,0.0002054255,0.9000416],"study_design_scores_gemma":[0.0001639194,0.00001915481,0.06902954,0.00001073282,7.252743e-7,0.000002038688,0.0003443218,0.9248918,0.00117256,0.00005949453,0.004243192,0.00006249885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3711597,0.000005406702,0.6188602,0.000009312352,0.0002517695,0.00007441181,0.000001416855,0.00008132512,0.009556393],"genre_scores_gemma":[0.997364,0.000003794422,0.002406486,0.0001936842,0.00001044814,0.00001181379,0.000007601663,0.000001260423,8.560202e-7],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.919001,"threshold_uncertainty_score":0.1895745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179194600075382,"score_gpt":0.2169170422858687,"score_spread":0.1989975822783306,"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."}}