{"id":"W6906244360","doi":"10.17613/g68br-51f33","title":"Beyond the Textual: Visual Information Systems that Help and Hinder","year":2022,"lang":"en","type":"article","venue":"Knowledge Commons (Lakehead University)","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Seekers; Focus (optics); Information system; Set (abstract data type); Information seeking; Information visualization; Information needs; The arts","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":[0.007503688,0.0008822667,0.0005270274,0.003696271,0.005994787,0.03408619,0.001746387,0.003794865,0.01883906],"category_scores_gemma":[0.03693737,0.000703266,0.0007034976,0.003539571,0.01777868,0.03764002,0.01177049,0.003607824,0.004515358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0027527,"about_ca_system_score_gemma":0.003602639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003857943,"about_ca_topic_score_gemma":0.003840484,"domain_scores_codex":[0.9908996,0.005050231,0.0005160398,0.0006298933,0.002252058,0.0006521426],"domain_scores_gemma":[0.9763228,0.014084,0.002234644,0.002964478,0.002917655,0.001476418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002123347,0.0001714096,0.006048618,0.002026511,0.00009237671,0.000625118,0.1770432,0.0007050908,0.005788425,0.4756661,0.1141002,0.2175207],"study_design_scores_gemma":[0.00005846742,0.0001713589,0.005060657,0.001711517,0.00007662227,0.001330394,0.1393335,0.001877165,0.003854207,0.1904726,0.6558791,0.0001742576],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1097033,0.02049753,0.1613799,0.1576931,0.004658116,0.0005076808,0.0008273684,0.005533962,0.5391991],"genre_scores_gemma":[0.832235,0.008501357,0.05683228,0.02102491,0.001879464,0.0004419269,0.0006027729,0.001981155,0.07650118],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03408619,"threshold_uncertainty_score":0.06302291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02629553068710905,"score_gpt":0.2509297221794139,"score_spread":0.2246341914923048,"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."}}