{"id":"W4388585147","doi":"10.1186/s10086-023-02109-x","title":"Developing structural sandwich panels for energy-efficient wall applications using laminated oil palm wood and rubberwood-based plywood/oriented strand board","year":2023,"lang":"en","type":"article","venue":"Journal of Wood Science","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Research Council of Thailand","keywords":"Composite material; Materials science; Sandwich-structured composite; Palm oil; Adhesive; Oriented strand board; Core (optical fiber); Compressive strength; Sandwich panel; Ultimate tensile strength; Thermal conductivity; Polyurethane; Universal testing machine; Structural engineering; Layer (electronics); 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":[0.001084312,0.0002348423,0.0003551605,0.0005483875,0.0007550995,0.0003362468,0.0007164,0.00007992517,0.00001031036],"category_scores_gemma":[0.0001599522,0.0001851508,0.00009757551,0.00163476,0.0003825147,0.0005515294,0.000140581,0.0001712025,0.000003381624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002251517,"about_ca_system_score_gemma":0.0006573321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002356688,"about_ca_topic_score_gemma":0.000003707816,"domain_scores_codex":[0.9973448,0.00005116194,0.0006791392,0.0004075821,0.0008824127,0.0006348912],"domain_scores_gemma":[0.9979158,0.0002769092,0.0005406685,0.0002451536,0.0007648118,0.0002566407],"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":[0.00006423022,0.00001172106,0.0000775576,0.0000510909,0.000009646524,0.000007589354,0.0002352402,0.0120821,0.9833432,0.002501032,0.00000832949,0.001608199],"study_design_scores_gemma":[0.00154871,0.0002065009,0.0008421338,0.0002037488,0.00006059137,0.0001302234,0.0002127298,0.1116338,0.8832849,0.00104959,0.0004488883,0.0003781411],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768232,0.0001412822,0.02189894,0.0004038733,0.0004349747,0.0001773623,0.00002358672,0.00006471695,0.00003210772],"genre_scores_gemma":[0.9725215,0.00001768325,0.02717223,0.0001070533,0.0001044004,0.00001376423,0.00000450558,0.0000176735,0.00004112911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1000583,"threshold_uncertainty_score":0.7550232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02593264373130359,"score_gpt":0.2941882981067812,"score_spread":0.2682556543754776,"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."}}