{"id":"W2982503935","doi":"10.2196/14019","title":"Visual Analytic Tools and Techniques in Population Health and Health Services Research: Protocol for a Scoping Review","year":2019,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; Canadian Institute for Health Information; University of Waterloo; BC Centre for Disease Control; University of British Columbia; McMaster University; University of Calgary; Canadian Institutes of Health Research; Impact; Université de Sherbrooke; University of Toronto; University Health Network; Institute of Health Services and Policy Research; Ontario Neurotrauma Foundation; Toronto Rehabilitation Institute","funders":"","keywords":"Protocol (science); Population health; Population; Computer science; Data science; Psychology; Applied psychology; Medical education; Medicine; Alternative medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01967394,0.0004123516,0.002112276,0.0016657,0.0004659709,0.001477001,0.001370539,0.0002379767,0.000008011516],"category_scores_gemma":[0.0002617165,0.0003350102,0.000131807,0.003049618,0.0001278615,0.001107049,0.00138516,0.001050048,0.00001469296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005427733,"about_ca_system_score_gemma":0.00383899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001131334,"about_ca_topic_score_gemma":0.000124745,"domain_scores_codex":[0.9906721,0.003542867,0.001715368,0.001383757,0.001462092,0.001223804],"domain_scores_gemma":[0.9963707,0.0007764511,0.0007401196,0.001088487,0.0005280636,0.0004962232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006077212,0.0000937521,0.00002111786,0.4919656,0.000005039891,0.000001116592,0.00005729376,1.332376e-8,1.720586e-8,0.001705044,0.001721637,0.5044233],"study_design_scores_gemma":[0.0002769429,0.0008821089,0.000005144858,0.5037194,0.000001034749,0.000005101907,0.00000822301,0.0003452733,2.281359e-7,0.0001750975,0.4944243,0.000157075],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[2.541197e-9,0.1802931,0.0008226471,0.0006077242,0.000002005955,0.8181342,0.00002575401,0.00008450734,0.00003002313],"genre_scores_gemma":[4.3781e-9,0.3707052,0.001374822,0.0003893463,0.00004728746,0.627249,0.0001258791,0.00003467167,0.00007373936],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5042662,"threshold_uncertainty_score":0.9999102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7429640043698736,"score_gpt":0.7362142141202958,"score_spread":0.006749790249577892,"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."}}