{"id":"W7046142313","doi":"","title":"Culturally Appropriate Web User Interface Design Study: Research Methodology and Results","year":2010,"lang":"en","type":"other","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"User interface; User interface design; Design methods; Web design; Web application; User modeling; The Internet; Interface design","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003768857,0.0002902475,0.0004369463,0.0003547834,0.0001189079,0.0001390092,0.0005763625,0.00022148,0.321851],"category_scores_gemma":[0.0002024557,0.0002270076,0.00005069514,0.0002354511,0.0002441835,0.00001060647,0.0007044958,0.001412924,0.0003102219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006591949,"about_ca_system_score_gemma":0.0001932532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002173414,"about_ca_topic_score_gemma":0.0008386523,"domain_scores_codex":[0.9959642,0.001766083,0.0003695356,0.0007372343,0.0006118993,0.0005510629],"domain_scores_gemma":[0.9980032,0.0007655337,0.0001545917,0.0007217629,0.0001834539,0.0001714212],"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":[0.0001323189,0.0001855851,0.0001161077,0.00002420378,0.0001204893,0.000006072458,0.0005119062,1.693372e-7,0.0210171,0.0007630811,0.7642231,0.2128999],"study_design_scores_gemma":[0.001506885,0.0003677098,0.00009263262,0.00005141228,0.00002673083,6.448469e-7,0.001376127,0.0001202095,0.0006166819,0.0008229249,0.9947624,0.0002557008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001959381,0.00004683467,0.001566233,0.001222799,0.0002150235,0.00226806,0.00007276488,0.00006480447,0.9925841],"genre_scores_gemma":[0.006653965,0.00002684482,0.0333121,0.00001005995,0.0004858128,0.0002314107,0.00002308193,0.0001652801,0.9590914],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3215408,"threshold_uncertainty_score":0.92571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148455807627256,"score_gpt":0.3932521070430326,"score_spread":0.2784065262803069,"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."}}