{"id":"W2768756899","doi":"","title":"Multidimensional User Manual (MUM): A Tool to Manage and Communicate Data Quality Information","year":2004,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Quality (philosophy); Human–computer interaction; Data quality; 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":[0.02382628,0.003184601,0.001977428,0.01346793,0.001616094,0.004598055,0.003081554,0.00224699,0.07220864],"category_scores_gemma":[0.1002738,0.002646485,0.001420328,0.00565044,0.001071872,0.006089857,0.007109113,0.002210689,0.02266915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189635,"about_ca_system_score_gemma":0.0024279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001863327,"about_ca_topic_score_gemma":0.00190146,"domain_scores_codex":[0.990362,0.003047656,0.002521366,0.0008168971,0.002868822,0.0003831927],"domain_scores_gemma":[0.8605802,0.1001826,0.005291611,0.02203737,0.009685715,0.002222409],"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":[0.001157819,0.0002311238,0.004316214,0.003292417,0.0001735052,0.0007079231,0.004498368,0.001795719,0.01024727,0.01290892,0.505554,0.4551168],"study_design_scores_gemma":[0.0007936046,0.0003574282,0.007778458,0.001780084,0.0002296248,0.002016987,0.001048675,0.04765619,0.03632575,0.0277258,0.8736162,0.0006711204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.005439218,0.0004119527,0.4738231,0.001127575,0.0003971744,0.001100325,0.02414549,0.4842317,0.009323363],"genre_scores_gemma":[0.07327972,0.0007197967,0.7083945,0.001887974,0.0005711595,0.006754247,0.04458124,0.1486418,0.01516968],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07220864,"threshold_uncertainty_score":0.2415619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005368332443591,"score_gpt":0.3646302997650859,"score_spread":0.2640934665207268,"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."}}