{"id":"W7117541949","doi":"10.1109/iisa66859.2025.11311338","title":"Visual Querying for Insights into Social Platform Activities","year":2025,"lang":"","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Visual language; Subject (documents); Software; Visualization; Data visualization; Visual methods; Social media; Data collection","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003139414,0.00027497,0.0003552015,0.0004076124,0.001141182,0.001142126,0.0007805417,0.0001849595,0.00007769402],"category_scores_gemma":[0.0001098512,0.0002682632,0.0001929145,0.0009601882,0.0001521993,0.001709528,0.0006376949,0.0001429465,0.0000263594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493756,"about_ca_system_score_gemma":0.0005991019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004754189,"about_ca_topic_score_gemma":0.0001590667,"domain_scores_codex":[0.9981487,0.000050584,0.000510857,0.0005660239,0.0003081521,0.0004156347],"domain_scores_gemma":[0.9990118,0.0002845841,0.0001533501,0.0002765593,0.0001855104,0.00008815321],"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":[0.00001892211,0.0001677611,0.00002571142,0.0001782451,0.00008993903,0.000001149043,0.004342664,0.00001293977,0.0002321071,0.8447019,0.01319756,0.1370311],"study_design_scores_gemma":[0.0007773592,0.0001012064,0.00005590905,0.00008702125,0.00005054493,4.145282e-7,0.001834653,0.8371878,0.008191256,0.02582212,0.1255114,0.0003803185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003449802,0.0001454874,0.9770311,0.001324956,0.001342645,0.0003016937,0.000007240854,0.0001459207,0.01625122],"genre_scores_gemma":[0.9685566,0.00009203371,0.006129831,0.003785239,0.0003445552,0.00002620615,0.00004736065,0.0000161081,0.02100207],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9709012,"threshold_uncertainty_score":0.9999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03319923897023624,"score_gpt":0.3559298343343804,"score_spread":0.3227305953641442,"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."}}