{"id":"W248306545","doi":"","title":"LTPP Keeps Rolling","year":2010,"lang":"en","type":"article","venue":"Public roads","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Engineering; Work (physics); Plan (archaeology); General partnership; Pavement management; Data collection; Research program; Task (project management); Civil engineering; Construction engineering; Business; Systems engineering; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003779584,0.00009307184,0.00007716224,0.0001004171,0.00005901228,0.00007875955,0.000155222,0.00007049389,0.0009596868],"category_scores_gemma":[0.00004891869,0.00009488526,0.00002876174,0.0001835983,0.00001478908,0.0005048955,0.00002078015,0.0002317582,0.0005143335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002991206,"about_ca_system_score_gemma":0.00002015618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002548009,"about_ca_topic_score_gemma":0.0000217532,"domain_scores_codex":[0.9992691,0.000006844516,0.0001566152,0.0001039933,0.0002089824,0.0002544389],"domain_scores_gemma":[0.99961,0.00001469738,0.00001986121,0.0002300244,0.00004507204,0.00008035185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006459233,0.0001145773,0.08782066,0.0001452107,0.0001429051,0.000004615527,0.001481782,0.04572285,0.1329191,0.0118133,0.03081794,0.6890106],"study_design_scores_gemma":[0.0003772211,0.00001619418,0.02122893,0.000004909133,0.000009198103,0.000003892352,0.0000317767,0.7712746,0.008534602,0.0003654602,0.1979,0.0002531366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9350682,0.0000621672,0.008099522,0.000387196,0.001670671,0.0001293053,0.000001314625,0.0005817937,0.05399977],"genre_scores_gemma":[0.9975666,0.00001405687,0.001538423,0.00006652185,0.000395392,0.00003405287,0.00001986551,0.00002507272,0.0003400586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7255518,"threshold_uncertainty_score":0.9999536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086337360835323,"score_gpt":0.2117150843279789,"score_spread":0.2008517107196257,"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."}}