{"id":"W2316016744","doi":"10.1061/40616(281)36","title":"Composite Beams with Parallel Wide Ribbed Metal Deck","year":2002,"lang":"en","type":"article","venue":"","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Composite number; Deck; Structural engineering; Materials science; Flexural strength; Test data; Computer science; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002479336,0.0001579475,0.000202644,0.00006908971,0.00004535554,0.00003986375,0.0001317174,0.00004183473,0.0008550779],"category_scores_gemma":[0.000005944205,0.0001176241,0.00007220821,0.0002303876,0.00002701745,0.0001029369,0.00001796019,0.0001168441,0.0003063374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003406557,"about_ca_system_score_gemma":0.000001102074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001014316,"about_ca_topic_score_gemma":0.00004807397,"domain_scores_codex":[0.9992999,0.000008956133,0.0001386451,0.0001532668,0.0001652831,0.0002339538],"domain_scores_gemma":[0.9995999,0.00003793625,0.00001495635,0.0002406372,0.00002036759,0.00008625041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005464323,0.0000798395,0.08280561,0.0001354305,0.004143666,0.0001941776,0.00116029,0.6940463,0.1903738,0.001869643,0.01847306,0.006663552],"study_design_scores_gemma":[0.002288064,0.0001592201,0.1381318,0.00005816512,0.0007533197,0.0001609628,0.0001572249,0.6958324,0.1509388,0.0003170936,0.00947967,0.001723198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681007,0.0003057048,0.00454388,0.0001186238,0.0000653309,0.00007151153,0.000002142097,0.0007043032,0.02608783],"genre_scores_gemma":[0.9787167,0.0000167576,0.01960157,0.00006535767,0.00003042075,0.00000545374,0.000005977142,0.00002786085,0.001529937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0553262,"threshold_uncertainty_score":0.9362503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009062205577327986,"score_gpt":0.1790859243637412,"score_spread":0.1700237187864132,"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."}}