{"id":"W1966316775","doi":"10.1177/154193120304700367","title":"Ecological Interface Design for Network Management","year":2003,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Interface (matter); Fault management; Computer science; Abstraction; Hierarchy; Network interface; Network management; Fault (geology); Network monitoring; Medical diagnosis; User interface; Distributed computing; Computer network; Engineering; Operating system; Medicine; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008417958,0.0001721254,0.0001907045,0.00002545644,0.0006308877,0.0001595495,0.0002266036,0.0000756338,0.000008638787],"category_scores_gemma":[0.00009161741,0.0001257817,0.000126607,0.0001624246,0.00007228435,0.0004680494,0.0002108409,0.00009000176,0.000001155514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003926275,"about_ca_system_score_gemma":0.000006255139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004542281,"about_ca_topic_score_gemma":9.867964e-7,"domain_scores_codex":[0.9990906,0.000002918109,0.0002771254,0.0002615877,0.00008788786,0.0002799175],"domain_scores_gemma":[0.9994218,0.00003620778,0.000330038,0.00005209266,0.0001488325,0.00001097457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002451807,0.0003252667,0.3344631,0.002077163,0.0006017637,1.119004e-7,0.005147391,0.004638911,0.003731559,0.5077055,0.1398976,0.001166489],"study_design_scores_gemma":[0.007680384,0.0002631423,0.3203714,0.00140412,0.001487966,0.000004560482,0.07552475,0.01265255,0.03003291,0.2322955,0.3139732,0.004309546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994785,0.00006397331,0.0004566144,0.0001027004,0.0002686477,0.0005260849,0.000001280028,0.00004933792,0.003746348],"genre_scores_gemma":[0.993,0.00002229883,0.006133149,0.0002178744,0.0002554432,0.00002520353,0.000002566466,0.0000206302,0.0003228518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.27541,"threshold_uncertainty_score":0.5129228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105672508363604,"score_gpt":0.2160940657771787,"score_spread":0.1950373406935427,"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."}}