{"id":"W2166300068","doi":"10.1109/cse.2009.113","title":"Information Technology Capabilities for Digital Social Networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Typology; Dissemination; Computer science; Knowledge management; Social network (sociolinguistics); World Wide Web; Data science; Social network analysis; Identity (music); Social media; Telecommunications; Sociology","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":[0.00003921835,0.00007582821,0.0001163822,0.00008030885,0.0001058965,0.00009139562,0.0001012306,0.00003856107,0.00009547056],"category_scores_gemma":[0.000002764826,0.00007001089,0.00009481776,0.0001637294,0.00003127297,0.0003587447,0.00001941691,0.00005641074,0.00000605272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001356716,"about_ca_system_score_gemma":0.000009468001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006554852,"about_ca_topic_score_gemma":8.070917e-7,"domain_scores_codex":[0.9995658,0.000002689934,0.0001668993,0.00005772257,0.00004483429,0.0001620562],"domain_scores_gemma":[0.9997479,0.00001991439,0.00005369219,0.00009512057,0.00006859689,0.00001472006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005862524,0.00002663698,0.002774252,0.000001070393,0.00002169726,9.293069e-9,0.00008794516,0.0001841593,0.000003458714,0.5855823,0.01598655,0.3953261],"study_design_scores_gemma":[0.0004124846,0.0001557315,0.00152946,0.000005764098,0.00003416238,3.427982e-7,0.00164235,0.04047105,0.0003635473,0.8404378,0.1146064,0.0003408888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01706157,0.000006340291,0.9397005,0.0008509711,0.00001857707,0.000199275,0.00001119701,0.0002553742,0.04189616],"genre_scores_gemma":[0.9975758,1.81473e-7,0.001729069,0.00007887814,0.0002453517,0.00003281671,0.0001089529,0.00000293705,0.0002260391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9805142,"threshold_uncertainty_score":0.2854961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005121494665318861,"score_gpt":0.2380586732654419,"score_spread":0.2329371786001231,"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."}}