{"id":"W7131065863","doi":"10.37308/dfi50.260906","title":"Reuse of Existing Piles Study – Hwy 417","year":2025,"lang":"","type":"article","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reuse; Pile; Christian ministry; Bridge (graph theory); Corrosion; Foundation (evidence); Pier; Service life","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000170705,0.0002992044,0.0003091284,0.001365324,0.001871672,0.0007150086,0.0005524489,0.0003578209,0.003869839],"category_scores_gemma":[0.0003551353,0.0002617617,0.0004117523,0.001270818,0.0006033484,0.0003254091,0.0005389384,0.0002703057,0.001162924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003563943,"about_ca_system_score_gemma":0.003854298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3273889,"about_ca_topic_score_gemma":0.6672401,"domain_scores_codex":[0.9996185,0.00001738674,0.000009321578,0.00003834087,0.0002183017,0.00009816742],"domain_scores_gemma":[0.9996558,0.0000193147,0.00005618442,0.00005110155,0.0001487833,0.00006875272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001102678,0.002483498,0.7205221,0.0005315433,0.0001635386,0.0182573,0.01282427,0.004661997,0.08617172,0.001397169,0.009243797,0.1426404],"study_design_scores_gemma":[0.00002587291,0.001875541,0.931929,0.00007070315,0.00006597383,0.002427244,0.01521656,0.002145402,0.01609414,0.0001522976,0.02994202,0.00005529579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99303,0.00004607148,0.0003348562,0.00002879584,0.000004477253,0.0001714768,0.0006352888,0.00002341074,0.005725601],"genre_scores_gemma":[0.9873247,0.0001328461,0.0009084031,0.0000295107,0.000004113997,0.0000505527,0.001014875,0.00001239737,0.01052254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3273889,"threshold_uncertainty_score":0.6509666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04905581729546661,"score_gpt":0.3149852141032992,"score_spread":0.2659293968078326,"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."}}