{"id":"W2626930365","doi":"","title":"Introduction: Special Issue on Open Source Intelligence and Web Mining","year":2011,"lang":"en","type":"article","venue":"International Journal of Networking and Virtual Organisations","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Open source; Computer science; Web mining; World Wide Web; Data science; Data mining; Information retrieval; Web page; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003704086,0.00009742398,0.0001254892,0.0001435913,0.0001818091,0.0004368382,0.0009533543,0.00003597266,0.0001463419],"category_scores_gemma":[0.00006378489,0.00008915598,0.00002416134,0.0001739655,0.00007264861,0.0006166223,0.0003986167,0.0001599434,0.00001604357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003471406,"about_ca_system_score_gemma":0.00007027499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001134194,"about_ca_topic_score_gemma":0.000005586969,"domain_scores_codex":[0.9990717,0.00003751686,0.0003355767,0.0002095998,0.0002383562,0.0001072947],"domain_scores_gemma":[0.9991825,0.000121484,0.0002555853,0.0001573972,0.0001908728,0.00009219239],"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":[0.00002790555,0.0001284701,0.0005095527,9.95603e-7,0.00009150461,0.00001432276,0.005802767,0.0001314648,0.00009479964,0.06361245,0.02250374,0.907082],"study_design_scores_gemma":[0.0005114687,0.0006688758,0.003989978,0.0001247979,0.00003219589,0.0007124205,0.001747623,0.0213101,0.0005266437,0.004547022,0.9655229,0.0003059657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05807842,0.0002341362,0.8921185,0.02340079,0.01129784,0.0002952378,0.00002309909,0.0001085047,0.01444342],"genre_scores_gemma":[0.8568859,0.0004064031,0.1076672,0.0008236687,0.03277667,0.000005940323,0.000007552287,0.00002211074,0.001404536],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9430192,"threshold_uncertainty_score":0.4212441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04635805193519723,"score_gpt":0.2829452496503548,"score_spread":0.2365871977151576,"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."}}