{"id":"W4200507709","doi":"10.4300/jgme-d-21-00944.1","title":"Making Your Educational Data Visual","year":2021,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; University of Saskatchewan","funders":"","keywords":"Computer science; Visualization; Data visualization; Data science; Process (computing); Information retrieval; Information visualization; 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":[0.02414916,0.001771896,0.001140114,0.00909077,0.00360222,0.02293534,0.004495592,0.004884947,0.1948422],"category_scores_gemma":[0.2261507,0.00189502,0.001999232,0.007632593,0.002586511,0.02931842,0.01739538,0.008307846,0.1558842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002430229,"about_ca_system_score_gemma":0.006110754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002703716,"about_ca_topic_score_gemma":0.003243804,"domain_scores_codex":[0.9759679,0.008294756,0.003315144,0.0024595,0.008915768,0.001046967],"domain_scores_gemma":[0.821301,0.06591226,0.008829803,0.04028914,0.05174037,0.01192739],"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":[0.0001057048,0.00007072402,0.001109993,0.0006424338,0.00003243619,0.0001829363,0.001556729,0.000233986,0.0004874255,0.008344424,0.7860141,0.2012191],"study_design_scores_gemma":[0.00002337729,0.00002093658,0.0003689744,0.0004317843,0.00001204816,0.00007982345,0.0008036378,0.0002290351,0.0005917996,0.00799042,0.9894103,0.00003784282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.005528127,0.004366553,0.2573816,0.2298463,0.05415915,0.002303611,0.0899409,0.07963651,0.2768373],"genre_scores_gemma":[0.0845468,0.01045295,0.4730403,0.05797189,0.02401771,0.005259641,0.07961897,0.05945997,0.2056318],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1948422,"threshold_uncertainty_score":0.651812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1878149046086034,"score_gpt":0.471404300084105,"score_spread":0.2835893954755016,"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."}}