{"id":"W2106684638","doi":"10.1109/iri.2012.6303017","title":"Interactive visualization of the social network of research collaborations","year":2012,"lang":"en","type":"article","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Social network (sociolinguistics); Information retrieval; Graph; Multidimensional scaling; Social network analysis; Visualization; Metric (unit); Graph Layout; XML; Relational database; Data science; Graph drawing; Data mining; Theoretical computer science; World Wide Web; Social media; Machine learning","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":[0.0003690583,0.0000348008,0.00008996848,0.00002688142,0.0001317469,0.000006953669,0.0001053851,0.00001381809,0.0004177594],"category_scores_gemma":[0.000008771972,0.00002496982,0.00005625009,0.0009398616,0.00007598573,0.00007997792,0.00009008909,0.00006243651,0.000001866322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001593923,"about_ca_system_score_gemma":0.00003674719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001459817,"about_ca_topic_score_gemma":0.00002248774,"domain_scores_codex":[0.9993529,0.0001708201,0.0001525509,0.00004585753,0.0001555863,0.0001223288],"domain_scores_gemma":[0.9992608,0.0001128416,0.000101064,0.0001134055,0.0003992003,0.00001273414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000005437271,0.0001166731,0.1875884,0.000002368206,0.00005782736,1.640872e-9,0.001030646,0.00006721346,0.0006512398,0.7866216,0.02295382,0.0009048689],"study_design_scores_gemma":[0.0008629878,0.0001874747,0.4659574,0.0002223677,0.0003389067,2.074738e-7,0.01997705,0.01327477,0.2131052,0.2350354,0.05042797,0.0006102973],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.666643,0.00006118557,0.1248582,0.0004427044,0.0002007753,0.0006862446,0.00002339549,0.00004833872,0.2070361],"genre_scores_gemma":[0.9988023,3.753921e-7,0.000428071,0.000005199589,0.0004130887,0.00001264414,0.000008669342,0.000004330917,0.0003253453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5515861,"threshold_uncertainty_score":0.4574172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05274245424738631,"score_gpt":0.4264329640405417,"score_spread":0.3736905097931554,"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."}}