{"id":"W3104716663","doi":"","title":"Evaluation of the Maturity Method for Flexural Strength Estimation in Concrete Pavement","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maturity (psychological); Flexural strength; Compressive strength; Work (physics); Computer science; Forensic engineering; Engineering; Structural engineering; Materials science; Composite material; Mechanical engineering; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005224637,0.0004783251,0.000328024,0.001634584,0.0002312642,0.0006942638,0.0006976484,0.0006964928,0.0006399403],"category_scores_gemma":[0.01811886,0.0002814313,0.0002303323,0.000759495,0.0002560279,0.001255884,0.0007030235,0.000643728,0.0004296395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004156263,"about_ca_system_score_gemma":0.0005428311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001534398,"about_ca_topic_score_gemma":0.001839718,"domain_scores_codex":[0.9954941,0.001694198,0.0001634681,0.0003744096,0.0021609,0.000112904],"domain_scores_gemma":[0.9895278,0.004401614,0.0009341319,0.0005520368,0.00436145,0.0002229937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001430113,0.0002576922,0.1234448,0.0003591571,0.0001379772,0.0002024214,0.0004395758,0.03981779,0.2127005,0.007775148,0.0009141613,0.6125207],"study_design_scores_gemma":[0.00007499964,0.001677057,0.07400085,0.00006697563,0.00008495655,0.0008740791,0.0003404994,0.7789758,0.1367662,0.002535269,0.004406471,0.0001968097],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2755251,0.0006032475,0.7196992,0.0001178988,0.00006136991,0.0001117764,0.0001637649,0.0007170816,0.003000607],"genre_scores_gemma":[0.7457834,0.0002440139,0.2524309,0.00002209056,0.00002280275,0.00006516106,0.0002279576,0.00006941878,0.001134357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005224637,"threshold_uncertainty_score":0.02763081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750707956482025,"score_gpt":0.2941363205825827,"score_spread":0.2766292410177625,"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."}}