{"id":"W4312939477","doi":"10.1007/978-3-031-16990-8_5","title":"Data Visualization","year":2022,"lang":"en","type":"book-chapter","venue":"International series in management science/operations research/International series in operations research & management science","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; York University","funders":"","keywords":"Graphics; Computer science; Visualization; Outlier; Information visualization; Artificial intelligence; Data visualization; Information retrieval; Computer graphics (images); Pattern recognition (psychology); Data mining","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":[0.001789557,0.001881886,0.0009160147,0.004261815,0.0009826219,0.005679158,0.00151729,0.001153683,0.1871496],"category_scores_gemma":[0.005301684,0.0009534936,0.00121855,0.003777258,0.0004180887,0.003176292,0.002635495,0.001692626,0.07145855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005549954,"about_ca_system_score_gemma":0.001304547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038052,"about_ca_topic_score_gemma":0.002486449,"domain_scores_codex":[0.9989907,0.0001497693,0.00008655723,0.0001997429,0.0005081572,0.000065095],"domain_scores_gemma":[0.9973489,0.0006320503,0.00008828523,0.0008620438,0.0009214283,0.0001472688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001028149,0.00004725473,0.0004271735,0.0003843279,0.00005944539,0.00008311967,0.0001546888,0.001396188,0.004915045,0.01858998,0.7017853,0.2720547],"study_design_scores_gemma":[0.00005194521,0.00002991418,0.0007588086,0.0001711811,0.00004483256,0.000270331,0.0001130547,0.01795761,0.012035,0.02483655,0.9436802,0.00005065521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.003689627,0.002615804,0.5024435,0.003869744,0.003004814,0.000704392,0.04420958,0.1999516,0.2395108],"genre_scores_gemma":[0.06107518,0.004656598,0.4976515,0.00285644,0.001118394,0.0015255,0.0748858,0.05241637,0.3038142],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1871496,"threshold_uncertainty_score":0.6260778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1407635745079986,"score_gpt":0.4716575880095431,"score_spread":0.3308940135015445,"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."}}