{"id":"W2008804228","doi":"10.1145/2588555.2594518","title":"SerpentTI","year":2014,"lang":"en","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Social media; Computer science; World Wide Web; Focus (optics); Analytics; Theme (computing); Social network service; Service (business); Data science; Business","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":[0.00007450494,0.00001925211,0.00002245224,0.00001666113,0.00001884202,0.00006619534,0.0002675717,0.000006192019,0.00007824323],"category_scores_gemma":[0.00001600175,0.00001517588,0.000008412627,0.00009625391,0.000003986663,0.0001497223,0.00006846633,0.000009676911,0.0004683102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001680848,"about_ca_system_score_gemma":0.000004067473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000218072,"about_ca_topic_score_gemma":0.000001406428,"domain_scores_codex":[0.9997754,0.000009779091,0.00003851689,0.00007008511,0.00005884008,0.00004737872],"domain_scores_gemma":[0.9997455,0.000009457704,0.000007906043,0.0001960986,0.00001362081,0.00002740841],"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":[2.351636e-8,0.000005252825,0.0001410265,5.321857e-7,5.076799e-7,8.547095e-8,0.00001094043,0.000005040238,0.00001579228,0.9737388,0.01228107,0.01380093],"study_design_scores_gemma":[0.00005018337,0.000008195612,0.0003845009,8.156998e-7,3.620878e-7,7.274539e-7,0.000001961385,0.583409,0.0004744296,0.004793234,0.4108385,0.00003813322],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001033996,9.763741e-7,0.9153329,0.0005828068,0.00005546578,0.0000067265,9.033841e-8,0.0000907147,0.08382691],"genre_scores_gemma":[0.8935738,0.000003313248,0.08060397,0.008272383,0.00005265379,7.068712e-7,0.000004702805,0.000002995781,0.01748549],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9689456,"threshold_uncertainty_score":0.6019337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692451894194267,"score_gpt":0.2820392664703517,"score_spread":0.265114747528409,"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."}}