{"id":"W2240474147","doi":"","title":"Department of Transportation Perspective: A Survey on Polyphosphoric Acid Use and Issues","year":2012,"lang":"en","type":"article","venue":"Transportation research circular","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Christian ministry; Transport engineering; Survey research; Snapshot (computer storage); Survey data collection; Business; Engineering; Computer science; Database; Political science; Mathematics","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":[0.001301017,0.0001425919,0.000171691,0.0002374158,0.00008034734,0.00002238464,0.00007640426,0.00007809399,0.00010183],"category_scores_gemma":[0.00003889385,0.0001504565,0.00004136597,0.0004746549,0.0000730161,0.0006469167,9.162146e-7,0.0001990977,0.00002178341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001532003,"about_ca_system_score_gemma":0.00002859458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008761634,"about_ca_topic_score_gemma":0.0005521241,"domain_scores_codex":[0.9981437,0.0001220329,0.0003122263,0.0001829533,0.0008584974,0.0003806089],"domain_scores_gemma":[0.9991693,0.0001068294,0.00003919394,0.0001921865,0.000358542,0.0001339418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000150791,0.0002818404,0.947533,0.0003149055,0.0001895784,0.000005451201,0.01062266,0.007769343,0.02574765,0.005484247,0.000807146,0.001093374],"study_design_scores_gemma":[0.0004025701,0.0001067646,0.9582216,0.00003109539,0.00002270921,1.139818e-7,0.000460324,0.0008900961,0.0392776,0.0000541306,0.0004008026,0.0001322151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955055,0.002034204,0.001413411,0.0000340686,0.00009145468,0.000557023,0.0002362604,0.00007441216,0.00005365662],"genre_scores_gemma":[0.9981244,0.0006885208,0.0002716863,0.000008301201,0.00003614984,0.00007459841,0.0007420353,0.00003253536,0.00002183305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01352995,"threshold_uncertainty_score":0.6135436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09090057922754216,"score_gpt":0.3660799566589709,"score_spread":0.2751793774314287,"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."}}