{"id":"W3204132069","doi":"","title":"One Picture to Study One Thousand Words: Visualization for Qualitative Research in the Age of Digitalization","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Visualization; Visual analytics; Sensemaking; Data science; Computer science; Interactive visualization; Qualitative research; Information visualization; TRACE (psycholinguistics); Data visualization; Cultural analytics; Process (computing); Focus (optics); Human–computer interaction; Interactive visual analysis; Open source; World Wide Web; Data mining; The Internet; Sociology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1153928,0.001145643,0.00121017,0.005706968,0.009733511,0.017644,0.002857577,0.003352901,0.01480899],"category_scores_gemma":[0.1993431,0.001085849,0.00122524,0.006724216,0.0185065,0.02562438,0.01519735,0.007920469,0.002647438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006943315,"about_ca_system_score_gemma":0.01073435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002769441,"about_ca_topic_score_gemma":0.005141369,"domain_scores_codex":[0.8767268,0.1152975,0.002070263,0.002166537,0.003045495,0.0006933865],"domain_scores_gemma":[0.7220996,0.2402538,0.005221944,0.01989622,0.008932221,0.003596212],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001843698,0.00008820325,0.00132422,0.001762227,0.00004668727,0.0003591932,0.5681519,0.0008217727,0.002207562,0.3189952,0.02666138,0.07939728],"study_design_scores_gemma":[0.0001159832,0.00008956967,0.0008224421,0.002939871,0.00004109478,0.0003055039,0.1733476,0.003464903,0.001335918,0.5514252,0.2659779,0.000133933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02862478,0.004780501,0.8132473,0.1044444,0.002648893,0.002382807,0.001614122,0.001460191,0.04079695],"genre_scores_gemma":[0.2699018,0.003267793,0.6933679,0.01027459,0.0005210544,0.01388727,0.0005509405,0.001333011,0.006895662],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8846071,"threshold_uncertainty_score":0.610263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005499229460751,"score_gpt":0.4563056017627383,"score_spread":0.3557556788166631,"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."}}