{"id":"W4230614195","doi":"10.1145/944877.944879","title":"Scenario-based and model-driven information development with XML DITA","year":2003,"lang":"en","type":"article","venue":"","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Computer science; XML; Process (computing); World Wide Web; Information model; Software engineering","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":[0.008248411,0.0009261399,0.0003930898,0.001627606,0.001119667,0.005199527,0.002449765,0.001862902,0.009077652],"category_scores_gemma":[0.0184676,0.00101266,0.00111744,0.001225566,0.001239058,0.004878243,0.003715459,0.002168946,0.002699875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706857,"about_ca_system_score_gemma":0.002058232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003151439,"about_ca_topic_score_gemma":0.004087427,"domain_scores_codex":[0.992056,0.005120674,0.0005095163,0.0004587779,0.001652094,0.0002029871],"domain_scores_gemma":[0.9875874,0.007762155,0.0004372396,0.002047321,0.001738893,0.0004270042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003821405,0.0007056078,0.003678747,0.001294368,0.0001734039,0.002242724,0.01015457,0.1671526,0.01349658,0.4707986,0.02519798,0.3047227],"study_design_scores_gemma":[0.0001618859,0.0003368248,0.000922983,0.0007238679,0.00008760669,0.001366814,0.002654961,0.4853514,0.02085151,0.1489726,0.3383622,0.0002073446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006394788,0.0001122645,0.9720032,0.0006485736,0.00005942466,0.000576288,0.0003312539,0.002333639,0.01754057],"genre_scores_gemma":[0.08060895,0.0002579001,0.9089343,0.0002016597,0.00001841817,0.00083891,0.001076179,0.0004673657,0.007596396],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009077652,"threshold_uncertainty_score":0.04362226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008794466694148807,"score_gpt":0.1959495026096741,"score_spread":0.1871550359155253,"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."}}