{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"3f6e00169f4a","filters":{"venue":"Public administration and public policy"}},"results":[{"id":"W1863977947","doi":"10.1201/9781420017021.ch24","title":"Transportation Asset Management","year":2007,"lang":"en","type":"book-chapter","venue":"Public administration and public policy","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Asset management; Computer science; Finance","authors":[{"name":"Pannapa Herabat","is_ca":false},{"name":"Sue McNeil","is_ca":false},{"name":"Aileen Switzer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02154567287242094,"gpt":0.2604338771955567,"spread":0.2388882043231357,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001645644,0.0003661601,0.0002495723,0.0006580012,0.0001082301,0.000282212,0.0001542628,0.0003657808,0.00024113],"category_scores_gemma":[0.00001250629,0.0003868045,0.00008448896,0.0001058323,0.00007253948,0.0003544192,0.00001222249,0.0003424797,0.00003145768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569982,"about_ca_system_score_gemma":0.0001577689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006426252,"about_ca_topic_score_gemma":0.0001354086,"domain_scores_codex":[0.9985256,0.000004998691,0.0004277978,0.0002802669,0.0002981743,0.0004632063],"domain_scores_gemma":[0.9992396,0.00001824867,0.0001004143,0.0002537491,0.00009198196,0.0002960415],"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":[0.000003487727,0.00000554811,0.00004004125,0.0001377973,0.00009610999,0.00002128756,0.00003877905,0.00000235153,0.000003830432,0.8986866,0.004366202,0.09659795],"study_design_scores_gemma":[0.0002314795,0.00003526162,0.001099362,0.00003680493,0.00002934706,0.00002588869,0.00004087178,0.00007678933,0.00001958817,0.009778973,0.9882285,0.0003971221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002482263,0.0002299213,0.005474376,0.001523395,0.0005779065,0.0002915919,0.0001355158,0.0004341712,0.9910849],"genre_scores_gemma":[0.8338613,0.001720357,0.001433091,0.0006232255,0.002626989,0.00004933504,0.001776216,0.0001721024,0.1577374],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9838623,"threshold_uncertainty_score":0.9998584,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}