{"id":"W2118907664","doi":"10.1139/cjce-2014-0170","title":"Effect of shear stud clusters in composite girder bridge design","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Precast concrete; Girder; Structural engineering; Deck; Shear (geology); Engineering; Composite number; Slab; Composite construction; Bridge (graph theory); Bridge deck; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006447118,0.0006021722,0.0004639595,0.0004789745,0.0002365204,0.0005004475,0.0006637549,0.000380327,0.001374184],"category_scores_gemma":[0.001158048,0.0004116463,0.0002949895,0.0002385062,0.0003801251,0.0003748403,0.0007548134,0.0002349915,0.0002899631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000259015,"about_ca_system_score_gemma":0.0003398014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007604184,"about_ca_topic_score_gemma":0.002561315,"domain_scores_codex":[0.9994811,0.0001798196,0.00003817628,0.00009155812,0.0001435088,0.0000658983],"domain_scores_gemma":[0.9988967,0.0004086954,0.0002733568,0.0001336664,0.0001567273,0.0001307913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002859816,0.0004521938,0.03833864,0.0002899637,0.0001418026,0.000708467,0.0003503917,0.4396392,0.4410674,0.002279394,0.0004299855,0.07344257],"study_design_scores_gemma":[0.0002072881,0.01963742,0.07659424,0.00007414928,0.0005707754,0.001276912,0.0004883623,0.4291045,0.4653017,0.0009487979,0.005712086,0.00008378928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801271,0.0001547471,0.01677644,0.00001435644,0.00001920759,0.00003949857,0.00002537243,0.00009565443,0.002747623],"genre_scores_gemma":[0.9916525,0.000061492,0.007730697,0.000005817535,0.000005164649,0.000008779159,0.00002286495,0.00001337943,0.0004992263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001374184,"threshold_uncertainty_score":0.004597127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172060139500154,"score_gpt":0.2035881803017702,"score_spread":0.1918675789067687,"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."}}