{"id":"W7061624357","doi":"","title":"Research in Progress: Ensuring Long-Term Performance of Concrete Pavements, TPF-5(517), 2025","year":2025,"lang":"en","type":"other","venue":"Iowa Publications Online (State Library of Iowa)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Durability; Cementitious; Field (mathematics); Acceptance testing; Key (lock)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000525407,0.0003341191,0.0005929607,0.002381906,0.00007651992,0.0001059745,0.001368234,0.0001461756,0.09100635],"category_scores_gemma":[0.00001896148,0.0003430716,0.0001315093,0.002118257,0.0004422923,0.0001804553,0.0009347753,0.0007484711,0.00003722061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001412868,"about_ca_system_score_gemma":0.001323893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005681148,"about_ca_topic_score_gemma":0.00005769307,"domain_scores_codex":[0.9966291,0.0002972533,0.0009904819,0.0006272349,0.0008265362,0.0006294394],"domain_scores_gemma":[0.9976383,0.0002217976,0.0004958616,0.00119842,0.000290399,0.0001552445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004300703,0.000635388,0.3695734,0.001581182,0.0002482567,0.000002918831,0.00007502177,0.000003671694,0.0001651811,0.003804159,0.3127877,0.3110802],"study_design_scores_gemma":[0.002291562,0.0003546666,0.1847853,0.003718809,0.00004688113,3.576145e-7,0.0002964529,0.0008530905,0.004801768,0.0002681981,0.8018973,0.0006856766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06834894,0.001328068,0.00006785251,0.007807632,0.0001397367,0.002725528,0.002838646,0.0001434308,0.9166002],"genre_scores_gemma":[0.03164272,0.001152636,0.003199597,0.00003237343,0.0002249234,0.0003761777,0.004050302,0.0001905582,0.9591307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4891096,"threshold_uncertainty_score":0.9999021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03099464612995719,"score_gpt":0.3330770271101413,"score_spread":0.3020823809801841,"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."}}