{"id":"W4388494637","doi":"10.1049/pbpc063e_ch7","title":"Visualization tools for personal knowledge graphs","year":2023,"lang":"en","type":"book-chapter","venue":"Institution of Engineering and Technology eBooks","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Computer science; Visualization; Information visualization; Graph drawing; Focus (optics); Knowledge graph; Data science; Human–computer interaction; Knowledge management; Information retrieval; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007629869,0.0001841847,0.0003430002,0.001353601,0.00009479091,0.0000657706,0.0002878029,0.0004074671,0.000009672466],"category_scores_gemma":[0.0009929702,0.0001721438,0.00009106014,0.0001107327,0.0002818081,0.00009882208,0.0001907408,0.0001505734,0.00003255691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000225805,"about_ca_system_score_gemma":0.00005357449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001554643,"about_ca_topic_score_gemma":0.00001160537,"domain_scores_codex":[0.9987206,0.000005316802,0.0004905909,0.0003765667,0.0002633671,0.000143534],"domain_scores_gemma":[0.9989566,0.000309243,0.0001889568,0.0002654601,0.0002442393,0.00003547518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004964473,0.000004813936,0.000001168637,0.00007684997,0.00004500464,0.000001885753,0.0000678808,0.00001552993,0.00008486379,0.9258617,0.0008864441,0.07294889],"study_design_scores_gemma":[0.0002869243,0.0001046045,0.000008674902,0.0002347741,0.00004884319,0.000005536874,0.00006921773,0.003978374,0.0003426781,0.2306275,0.7640617,0.0002312149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003661964,0.002386703,0.345643,0.0009205652,0.005320922,0.002972881,0.001491214,0.002821049,0.6347817],"genre_scores_gemma":[0.334902,0.0003348065,0.001729621,0.0000545842,0.0001797911,0.000191213,0.0002467537,0.00009636396,0.6622648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7631752,"threshold_uncertainty_score":0.7019818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244492156319455,"score_gpt":0.3504058782548951,"score_spread":0.2259566626229496,"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."}}