{"id":"W2386589247","doi":"","title":"Pavement Road Surface Quality Remote Monitoring System Based on Integrated Navigation","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Wireless Sensor Networks and IoT","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General Packet Radio Service; Road surface; Computer science; Software; Navigation system; Real-time computing; TRACE (psycholinguistics); Embedded system; Transport engineering; Telecommunications; Civil engineering; Engineering; Operating system; Wireless","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":[],"consensus_categories":[],"category_scores_codex":[0.0002885757,0.0001745616,0.000158072,0.00005470578,0.0001180243,0.000054694,0.0001636466,0.00009183858,0.000002927066],"category_scores_gemma":[1.656206e-7,0.0001795724,0.00005945468,0.0003052368,0.00001443941,0.00004105471,0.00001639688,0.0001900668,0.00007886402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000300852,"about_ca_system_score_gemma":0.000008749244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009095477,"about_ca_topic_score_gemma":0.000004318647,"domain_scores_codex":[0.9989548,0.00002358465,0.0003724995,0.0002411518,0.0001447159,0.0002632695],"domain_scores_gemma":[0.9994025,0.00006131626,0.00005448764,0.0003214738,0.00007384633,0.00008634721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008129076,0.00005866919,0.0004860048,0.0001831802,0.00003204425,0.000002653508,0.0001126555,0.6443702,0.06745359,0.0004561467,0.0004242466,0.2864125],"study_design_scores_gemma":[0.000444002,0.00002310197,0.009780784,0.0003164266,0.00001500309,0.000003720698,0.0001349105,0.8332224,0.09950188,0.00001522368,0.05613999,0.000402482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2278194,0.00006352396,0.7702549,0.00002358264,0.00009236848,0.0004249559,0.000009919035,0.0005833407,0.0007279953],"genre_scores_gemma":[0.9105353,0.000004211413,0.08894657,0.00002534314,0.000324028,0.00001775337,0.00008255746,0.00003380171,0.00003043286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6827158,"threshold_uncertainty_score":0.7322749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304181840709902,"score_gpt":0.2531231730732075,"score_spread":0.2400813546661084,"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."}}