{"id":"W4402148834","doi":"10.1007/978-3-031-61539-9_5","title":"Influence of Freezing and Thawing on the Structural Behaviour of Laminated Veneer Lumber Beams","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Veneer; Composite material; Materials science; Laminated veneer lumber; Structural engineering; 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":[0.000358479,0.0002176971,0.0002931399,0.0002492648,0.0004311892,0.0003972534,0.0003184252,0.0002730992,0.005195711],"category_scores_gemma":[0.000974139,0.0002383419,0.0002928458,0.000218096,0.0005152558,0.0003118264,0.0001702619,0.000448162,0.0003734072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003507973,"about_ca_system_score_gemma":0.0002136487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002868836,"about_ca_topic_score_gemma":0.004302479,"domain_scores_codex":[0.9998775,0.00002110527,0.00000439925,0.00001445126,0.00003574177,0.00004684766],"domain_scores_gemma":[0.9987062,0.0009443514,0.0001018518,0.00006033152,0.0001205026,0.00006663598],"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":[0.00157317,0.0001282346,0.004067604,0.0001062925,0.00003181542,0.0003205818,0.0003001524,0.02005758,0.9576519,0.0002886383,0.0003258813,0.01514824],"study_design_scores_gemma":[0.00002702881,0.001508694,0.05341719,0.00003550302,0.00009353194,0.0001807537,0.0004015233,0.03192803,0.9111088,0.0001981156,0.00106926,0.00003160211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968623,0.0004226905,0.0005902612,0.00001921281,0.00001860849,0.000004365985,0.00005891339,0.0000290934,0.001994547],"genre_scores_gemma":[0.9984089,0.0001868626,0.0001934633,0.00001375677,0.00000536765,0.000002628738,0.00005670134,0.00002229638,0.001110096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005195711,"threshold_uncertainty_score":0.01738137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004961829330439745,"score_gpt":0.1843140667541077,"score_spread":0.179352237423668,"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."}}