{"id":"W4404182048","doi":"10.1016/j.prostr.2024.09.211","title":"Degree of composite action of steel beams with precast concrete hollow core slabs","year":2024,"lang":"en","type":"article","venue":"Procedia Structural Integrity","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds de recherche du Québec","keywords":"Precast concrete; Structural engineering; Composite number; Core (optical fiber); Materials science; Composite material; Action (physics); Degree (music); Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009028936,0.0002997845,0.0004844817,0.0001885863,0.00004219096,0.00004935135,0.0002463791,0.0001606996,0.0000848635],"category_scores_gemma":[0.00005342087,0.0002199647,0.0001540399,0.0006024343,0.0001702611,0.0002884455,0.0000460359,0.0006672392,0.000004560455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130474,"about_ca_system_score_gemma":0.00004830798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000377003,"about_ca_topic_score_gemma":0.0001066901,"domain_scores_codex":[0.9986406,0.00001771121,0.0004165313,0.0003036213,0.0003582142,0.0002633208],"domain_scores_gemma":[0.9992176,0.0001084474,0.00009647264,0.0002632895,0.0002242621,0.00008987833],"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":[0.0001119601,0.000001248408,0.02246684,0.002259664,0.0007386199,0.00001114271,0.0009793057,0.001912571,0.9605807,0.0007751343,0.000157817,0.01000497],"study_design_scores_gemma":[0.000342535,0.0001668447,0.08312907,0.0004796714,0.0003357237,0.0001190281,0.0002278567,0.1394002,0.7748047,0.0005094614,0.00007531858,0.0004095907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997099,0.0006965313,0.0002115815,0.00002167567,0.0004838501,0.0002029091,0.0001192831,0.000340693,0.000824424],"genre_scores_gemma":[0.9950692,0.0000300065,0.004603787,0.000004394199,0.0001129524,0.00001057749,0.00004901946,0.0000421611,0.00007791967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.185776,"threshold_uncertainty_score":0.8969899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04430043609740218,"score_gpt":0.2733825124639047,"score_spread":0.2290820763665025,"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."}}