{"id":"W2394943030","doi":"","title":"Usefulness Evaluation on Visualization of Researcher Networks.","year":2011,"lang":"fr","type":"article","venue":"Ingénierie des systèmes d information","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Visualization; Computer science; Data science; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002863412,0.0002398534,0.0002747543,0.0005373363,0.0002406692,0.0003835305,0.0005984018,0.0002417794,0.0006462203],"category_scores_gemma":[0.001008515,0.0002543758,0.00009468546,0.001709856,0.0003213539,0.007415219,0.0001897092,0.0001626679,0.0002474415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003590982,"about_ca_system_score_gemma":0.0003548337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003201774,"about_ca_topic_score_gemma":0.00002412716,"domain_scores_codex":[0.9966531,0.0005717143,0.001066206,0.0002294018,0.0010629,0.0004166467],"domain_scores_gemma":[0.9962877,0.0001000953,0.0007574625,0.0006080527,0.002099672,0.000147038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005446616,0.0002177874,0.0009997374,0.0004944506,0.00006536643,0.000001587111,0.02076196,0.006790642,0.000005819617,0.7294538,0.004021314,0.2371331],"study_design_scores_gemma":[0.0005888383,0.0003277841,0.01277481,0.0006755275,0.00005631898,0.000009337911,0.0006319298,0.9693991,0.001164732,0.008155386,0.00593044,0.0002857747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007512673,0.0003543837,0.9534194,0.00006722452,0.00150092,0.0005937237,0.00004480835,0.0001026332,0.0364042],"genre_scores_gemma":[0.9961342,0.0002160559,0.001978439,0.000344492,0.000123948,0.00004258986,0.0005030052,0.00001989512,0.0006373798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9886215,"threshold_uncertainty_score":0.9999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1271827700784808,"score_gpt":0.3378014390474771,"score_spread":0.2106186689689963,"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."}}