{"id":"W4283021700","doi":"10.1007/978-981-19-0511-7_28","title":"Experimental Study on the Use of Steel Double-Headed Studs in Slab-to-Precast Girder Connection","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Slab; Precast concrete; Structural engineering; Girder; Cable gland; Reinforcement; Engineering; Beam (structure); Geotechnical engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004149976,0.0005234468,0.0004029461,0.0003134813,0.0005622161,0.0002692416,0.0007528863,0.000663975,0.004496774],"category_scores_gemma":[0.001151915,0.0003405598,0.0002970174,0.0002869304,0.0005742788,0.0005701075,0.0004389041,0.0004041404,0.0005536827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010236,"about_ca_system_score_gemma":0.0001906951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004546006,"about_ca_topic_score_gemma":0.0006592168,"domain_scores_codex":[0.9995731,0.0001175987,0.0000229083,0.0001011718,0.0001012469,0.00008399429],"domain_scores_gemma":[0.9988012,0.0005102099,0.0001117056,0.0002461198,0.0002268634,0.0001039011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001619123,0.002262056,0.001891752,0.0001427698,0.00001981327,0.000178591,0.0002488237,0.001441286,0.9856266,0.0003268035,0.0001321966,0.006110228],"study_design_scores_gemma":[0.0001572065,0.02702975,0.01948321,0.00003163485,0.0001215136,0.0002867126,0.0006449443,0.008335922,0.9420218,0.0002219155,0.001634277,0.00003116909],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977754,0.00008783654,0.001265331,0.000006890494,0.00001906708,0.00002884366,0.0000596299,0.00002310232,0.0007340537],"genre_scores_gemma":[0.9966852,0.0001081675,0.001590136,0.000006549933,0.000006754692,0.00001906398,0.00009191266,0.0000144696,0.001477697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004496774,"threshold_uncertainty_score":0.01504326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04537757571716389,"score_gpt":0.2439069480792223,"score_spread":0.1985293723620584,"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."}}