{"id":"W2042058252","doi":"10.1007/s10799-007-0032-8","title":"Exploring new patterns and mechanisms for advanced information technology and systems in the internet-era: introduction to the WITS’05 special issue","year":2007,"lang":"en","type":"article","venue":"Information Technology and Management","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"The Internet; Computer science; Data science; World Wide Web","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":[0.002046346,0.0006485114,0.000823529,0.003173506,0.002023321,0.01167533,0.001668275,0.00255823,0.01042573],"category_scores_gemma":[0.004961419,0.0008199778,0.00136623,0.007235945,0.01240439,0.03536606,0.003624221,0.00480244,0.001148134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002598122,"about_ca_system_score_gemma":0.001451978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002482355,"about_ca_topic_score_gemma":0.00385872,"domain_scores_codex":[0.9990075,0.0003242945,0.0001063918,0.000226886,0.0002421032,0.00009281441],"domain_scores_gemma":[0.9969285,0.001682684,0.0002836931,0.000581545,0.0003745285,0.0001491153],"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":[0.000003709886,0.00001109358,0.0005461699,0.00004972121,0.000007412505,0.00003538812,0.0005659728,0.0001996333,0.0001118812,0.980974,0.00318961,0.01430542],"study_design_scores_gemma":[0.000002771453,0.000005617978,0.0006164158,0.00006408158,0.000005653257,0.0001176574,0.0005806268,0.001379898,0.0001255271,0.9512592,0.04582975,0.00001273833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"editorial","genre_scores_codex":[0.05091696,0.08230294,0.5481142,0.1155502,0.003848276,0.0001997181,0.0008526694,0.0005250872,0.19769],"genre_scores_gemma":[0.5559517,0.06178461,0.3076948,0.006012967,0.006456837,0.0004208027,0.0009657674,0.0006416003,0.06007099],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01167533,"threshold_uncertainty_score":0.03487748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02965532129854699,"score_gpt":0.2445055689422681,"score_spread":0.2148502476437211,"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."}}