{"id":"W2117662546","doi":"","title":"U.S. and Canada Major Roads","year":2008,"lang":"en","type":"article","venue":"","topic":"Civil and Geotechnical Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Feature (linguistics); Class (philosophy); Generalization; Metropolitan area; Set (abstract data type); Geography; Artificial intelligence; Computer science; Mathematics; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001798778,0.00004407534,0.00004953551,0.0000165669,0.00002227595,0.000003357248,0.00003947763,0.00002065994,0.0001136264],"category_scores_gemma":[0.000009651806,0.00003849727,0.000006661325,0.00004620858,0.00001252103,0.00001858593,0.00001519998,0.00007770383,0.000006715647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002391815,"about_ca_system_score_gemma":0.00002291987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.233984,"about_ca_topic_score_gemma":0.3160362,"domain_scores_codex":[0.9996914,0.000001018253,0.00004561574,0.00004862522,0.00008528143,0.0001280131],"domain_scores_gemma":[0.999833,0.00001725337,9.373163e-7,0.00006887686,0.00000641345,0.00007354792],"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":[0.00001172135,0.00003881885,0.01323644,0.0004261869,0.0001499215,0.0006949274,0.0001410164,0.191482,0.01396729,0.003913028,0.7159007,0.06003795],"study_design_scores_gemma":[0.0007093034,0.00004599126,0.15082,0.00002057364,0.000006163518,0.0003183867,0.00002275213,0.2626888,0.01058461,0.000157148,0.5739263,0.000699922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540974,0.0006473551,0.002749181,0.000287058,0.0001262128,0.0000628952,0.000003672434,0.0004470542,0.04157916],"genre_scores_gemma":[0.9980427,0.00009821179,0.0001547344,0.00002241299,0.00002126052,0.000003305181,7.273209e-7,0.000007784382,0.00164889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1419744,"threshold_uncertainty_score":0.7711169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005060344407903505,"score_gpt":0.1608976799538562,"score_spread":0.1558373355459527,"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."}}