{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004708055,0.00233176,0.001171839,0.01023971,0.001428387,0.007066722,0.002288049,0.001794448,0.05531543],"category_scores_gemma":[0.02237447,0.001002541,0.001848144,0.00699808,0.001160952,0.007534939,0.00602596,0.002460917,0.01099938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001778534,"about_ca_system_score_gemma":0.002081341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007864054,"about_ca_topic_score_gemma":0.01067904,"domain_scores_codex":[0.9980725,0.0006088821,0.0002290933,0.0003804722,0.0005514247,0.0001576334],"domain_scores_gemma":[0.9879181,0.007847808,0.0005156085,0.001453825,0.001727528,0.0005370924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001715635,0.0004824365,0.005542078,0.004322985,0.0002276567,0.001314823,0.01236874,0.008684793,0.02133415,0.1457934,0.3727083,0.425505],"study_design_scores_gemma":[0.0002956949,0.0002060967,0.005011947,0.0009810146,0.0001402622,0.0006865532,0.003965438,0.1282934,0.01888726,0.2508728,0.5904138,0.000245658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01177154,0.001081549,0.7628373,0.003715131,0.0003928684,0.000999955,0.05339402,0.1411113,0.02469639],"genre_scores_gemma":[0.1139824,0.001361779,0.8100005,0.001266464,0.0002706567,0.002245505,0.0416087,0.0193621,0.009901831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05531543,"threshold_uncertainty_score":0.1850486,"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."}}