{"id":"W7055939910","doi":"","title":"Early-age cracking of steel and GFRP-reinforced concrete bridge barriers","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke","keywords":"Cracking; Galvanization; Shrinkage; Christian ministry; Bridge (graph theory); Fibre-reinforced plastic; Reinforced concrete","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"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":[0.00007354967,0.00009284267,0.0001409495,0.00003535773,0.00002947076,0.00001618248,0.00008424611,0.00005162185,0.0001211713],"category_scores_gemma":[0.00001746847,0.00009339595,0.00002869182,0.00007330317,0.00005662298,0.0001387881,0.00002901592,0.00008000735,0.000006672211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000114314,"about_ca_system_score_gemma":0.000007787404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003795185,"about_ca_topic_score_gemma":0.000002968858,"domain_scores_codex":[0.9994723,0.000007755671,0.000164878,0.00008656949,0.00008099144,0.0001874888],"domain_scores_gemma":[0.9996802,0.00001652452,0.00002450551,0.0001455918,0.0000206469,0.0001124815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003119596,0.000001448333,0.02675517,0.0001123545,0.00008739728,0.00003881191,0.004020888,0.000294466,0.9573885,0.008142093,0.000279914,0.002847755],"study_design_scores_gemma":[0.001941067,0.0002519221,0.3482967,0.000105854,0.00009122512,0.00002055922,0.0003232329,0.3063279,0.3396046,0.001352282,0.0008476747,0.0008369517],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829853,0.0000308556,0.0005199253,0.000002902532,0.00007356195,0.0000674104,0.000008654399,0.00009052208,0.01622082],"genre_scores_gemma":[0.9989021,0.00002034209,0.0009506543,0.00002092703,0.00002061003,0.000003953415,0.000001320423,0.00001915773,0.0000609614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6177839,"threshold_uncertainty_score":0.3808576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854189814844198,"score_gpt":0.2105417361951442,"score_spread":0.1919998380467022,"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."}}