{"id":"W4391898411","doi":"10.31219/osf.io/3bxmg","title":"Struggles and Strategies in Understanding Information Visualizations","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Information visualization; Data science; Computer science; Epistemology; Visualization; Knowledge management; Philosophy; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001529115,0.0001208703,0.0001190697,0.0004558136,0.00004170085,0.002197154,0.0002963881,0.00009727045,0.00001631432],"category_scores_gemma":[0.00001946173,0.0001123884,0.00002093273,0.0003680161,0.0000280207,0.001048232,0.001345915,0.00018312,0.00002216152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000831206,"about_ca_system_score_gemma":0.000211212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005580257,"about_ca_topic_score_gemma":0.0001457027,"domain_scores_codex":[0.9992239,0.0000247286,0.0002808408,0.0001999539,0.0001612167,0.0001092852],"domain_scores_gemma":[0.9996037,0.00002720025,0.00006460685,0.0002323509,0.00003285211,0.00003922423],"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":[1.700985e-7,0.000005480683,0.00005596506,0.0001515902,0.000006720184,0.000001183412,0.001240727,0.001449997,9.050424e-7,0.9956106,0.0009423208,0.0005343571],"study_design_scores_gemma":[0.00004669088,0.000004745987,0.00007634488,0.0001046223,0.000004098726,0.000001214073,0.001638857,0.5564904,0.0000055346,0.4407775,0.0007367663,0.0001132713],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003531477,0.00008624868,0.9833137,0.0005546617,0.0002504524,0.0001041009,0.0000238047,0.0002113752,0.01510248],"genre_scores_gemma":[0.9911556,0.0002890102,0.007851491,0.0002936773,0.00002394585,0.000009077843,0.0002232794,0.000007369519,0.0001465883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9908024,"threshold_uncertainty_score":0.9988387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05606406378030079,"score_gpt":0.3378593539241614,"score_spread":0.2817952901438607,"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."}}