{"id":"W104398450","doi":"","title":"SIMPLIFYING SIGNAL DESIGN","year":2000,"lang":"en","type":"article","venue":"Railway age","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subdivision; SIGNAL (programming language); Interface (matter); Telecommunications; Computer science; Graphical user interface; Transport engineering; Engineering; Systems engineering; Civil engineering; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004059405,0.001801892,0.00091204,0.001323649,0.001466649,0.004052531,0.002383248,0.00166289,0.02457255],"category_scores_gemma":[0.01648888,0.0009759473,0.001429433,0.001191293,0.002733312,0.007316296,0.003618698,0.003876028,0.01220993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001541965,"about_ca_system_score_gemma":0.001858708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002251717,"about_ca_topic_score_gemma":0.003460372,"domain_scores_codex":[0.9944798,0.002300808,0.0003559107,0.0007460898,0.001728079,0.0003893589],"domain_scores_gemma":[0.9945837,0.00225852,0.0002189191,0.001670443,0.001113512,0.0001549848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003673571,0.00009569512,0.0007945205,0.0005487875,0.00008255622,0.0003791727,0.0006670483,0.03821734,0.01423025,0.6567873,0.02104522,0.2667847],"study_design_scores_gemma":[0.0001971574,0.0004375168,0.0003412033,0.00026387,0.0001920702,0.000786246,0.0003586722,0.1278301,0.02288172,0.5217395,0.3248754,0.00009658698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003549493,0.0002895619,0.9756404,0.0006686266,0.0002348092,0.0001115851,0.0001174577,0.001316753,0.01807137],"genre_scores_gemma":[0.124497,0.001267485,0.8459293,0.001356853,0.0004322121,0.0003219992,0.0004692638,0.001649997,0.02407597],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02457255,"threshold_uncertainty_score":0.08220339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04865488214631431,"score_gpt":0.2984645753396106,"score_spread":0.2498096931932963,"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."}}