{"id":"W4396832678","doi":"10.1145/3613904.3641916","title":"Design Patterns for Data-Driven News Articles","year":2024,"lang":"en","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Workflow; Construct (python library); Data science; Journalism; Subject (documents); Narrative; Chart; World Wide Web; Information retrieval; Database; 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":[],"consensus_categories":[],"category_scores_codex":[0.01242629,0.001148187,0.0006258034,0.008029833,0.002282228,0.008476025,0.001626302,0.001878528,0.002327671],"category_scores_gemma":[0.0496727,0.001138319,0.001586036,0.005942232,0.003050807,0.006486158,0.00251347,0.001657897,0.0008715351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002476007,"about_ca_system_score_gemma":0.003054664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002350682,"about_ca_topic_score_gemma":0.003626957,"domain_scores_codex":[0.9827624,0.007103779,0.003128993,0.00204545,0.004283667,0.0006757986],"domain_scores_gemma":[0.9330593,0.03970775,0.007437088,0.007649297,0.01093694,0.001209526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000699231,0.0008490725,0.07882736,0.004366953,0.0003044546,0.005926082,0.1426482,0.007866244,0.03159153,0.2650111,0.01298681,0.448923],"study_design_scores_gemma":[0.0002843858,0.0008970583,0.02904782,0.002543495,0.0006132848,0.008825283,0.08194015,0.09959669,0.05170676,0.2790537,0.4450541,0.0004373621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1271143,0.0006882186,0.8509547,0.002335259,0.0001618837,0.002135324,0.001590784,0.002171558,0.01284786],"genre_scores_gemma":[0.2258652,0.000342556,0.7645329,0.0002361302,0.00004251983,0.001647036,0.002144906,0.0005197357,0.004669153],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01242629,"threshold_uncertainty_score":0.06571728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1512676809492022,"score_gpt":0.365579258758603,"score_spread":0.2143115778094008,"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."}}