{"id":"W4238944402","doi":"10.32920/ryerson.14648238","title":"Structural behaviour of insulated foam-timber panels under gravity and lateral loading","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Toronto Metropolitan University","funders":"Government of Ontario","keywords":"Joist; Structural engineering; Shear wall; Finite element method; Expanded polystyrene; Serviceability (structure); Flexural strength; Engineering; Oriented strand board; Stiffness; Compression (physics); Shear (geology); Materials science; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007815825,0.0004190424,0.0008381391,0.0001496614,0.00003884196,0.000218955,0.0002295233,0.0003396731,0.000655113],"category_scores_gemma":[0.000007463362,0.0003696394,0.0001819634,0.0001141039,0.00005563785,0.000121789,0.0005578063,0.0003367645,0.000002309157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006780611,"about_ca_system_score_gemma":0.00001876056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006459333,"about_ca_topic_score_gemma":0.00003564758,"domain_scores_codex":[0.9984694,0.00005648173,0.0005913819,0.0003810618,0.0002304602,0.0002712164],"domain_scores_gemma":[0.9992097,0.00003301895,0.0001234717,0.0004180306,0.0001164959,0.00009928436],"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":[0.00003158975,0.00001345853,0.0411691,0.001092386,0.001537093,0.00005182012,0.0007681882,0.2285777,0.7256496,0.0003607305,0.00004611691,0.0007022044],"study_design_scores_gemma":[0.0004693743,0.0000165914,0.6886684,0.0002434682,0.0004877761,0.00006555521,0.00007820094,0.03474222,0.2705604,0.003734517,0.000003329212,0.0009302282],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980966,0.0002969308,0.0001999579,0.00002776568,0.0007545167,0.0001666933,0.00005088936,0.0002193476,0.0001872503],"genre_scores_gemma":[0.9974726,0.0000355516,0.002069122,0.0000155891,0.00007605815,0.00000548519,0.0002007224,0.00004797756,0.00007683081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6474993,"threshold_uncertainty_score":0.9998755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163834656199135,"score_gpt":0.2391178148094381,"score_spread":0.2227343491895246,"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."}}