{"id":"W7006144962","doi":"","title":"Supporting Context Driven Change in a User Interface","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Context (archaeology); User interface; Set (abstract data type); Interface (matter); Resource (disambiguation); Simple (philosophy); Architecture; Mechanism (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002275074,0.0007048311,0.0006180392,0.0005455777,0.0006851915,0.002378305,0.001821232,0.001434253,0.002721613],"category_scores_gemma":[0.008394989,0.0007203048,0.0005753952,0.0002571726,0.001043771,0.002653039,0.002772149,0.001367281,0.0008068398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003037071,"about_ca_system_score_gemma":0.0005308054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009029193,"about_ca_topic_score_gemma":0.001212163,"domain_scores_codex":[0.9981357,0.0006038213,0.0001782688,0.0003163663,0.0005787179,0.0001871622],"domain_scores_gemma":[0.9964777,0.002019257,0.0001986,0.0005707472,0.0005030255,0.0002306883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000943931,0.0006810888,0.008156283,0.001418616,0.0001900542,0.002883667,0.01845347,0.02554181,0.4314532,0.0514122,0.006152943,0.4527127],"study_design_scores_gemma":[0.0003551581,0.001206913,0.009564068,0.000680855,0.0004350119,0.003661266,0.002533206,0.4222858,0.2209837,0.03773668,0.2998536,0.0007038377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08265336,0.0004936834,0.8953681,0.0003399947,0.0001002015,0.0003643719,0.00004468187,0.01136304,0.00927257],"genre_scores_gemma":[0.5343862,0.0003365726,0.4576577,0.0003580244,0.00005135814,0.0004779489,0.0001049623,0.0006719392,0.005955263],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002721613,"threshold_uncertainty_score":0.01203191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907217630875505,"score_gpt":0.2485549311535078,"score_spread":0.2294827548447528,"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."}}