{"id":"https://openalex.org/W7124186517","doi":"https://doi.org/10.1007/s13196-025-00397-y","title":"Predicting the impact of short-duration densification on timber set-recovery using generalized additive model and transformed ordinary least squares regression","display_name":"Predicting the impact of short-duration densification on timber set-recovery using generalized additive model and transformed ordinary least squares regression","publication_year":2026,"publication_date":"2026-01-14","ids":{"openalex":"https://openalex.org/W7124186517","doi":"https://doi.org/10.1007/s13196-025-00397-y"},"language":"en","primary_location":{"id":"doi:10.1007/s13196-025-00397-y","doi":"https://doi.org/10.1007/s13196-025-00397-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13196-025-00397-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13196-025-00397-y.pdf","source":{"id":"https://openalex.org/S2764604664","display_name":"Journal of the Indian Academy of Wood Science","issn_l":"0972-172X","issn":["0972-172X","0976-8432"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Indian Academy of Wood Science","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13196-025-00397-y.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033885650","display_name":"Charles Michael Albert","orcid":"https://orcid.org/0009-0008-2641-6019","observed_orcids":["https://orcid.org/0009-0008-2641-6019"]},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Charles Michael Albert","raw_affiliation_strings":["Universiti Malaysia Sabah, Sabah, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universiti Malaysia Sabah, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069855823","display_name":"Kang Chiang Liew","orcid":"https://orcid.org/0000-0002-5193-7069","observed_orcids":["https://orcid.org/0000-0002-5193-7069"]},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Kang Chiang Liew","raw_affiliation_strings":["Universiti Malaysia Sabah, Sabah, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universiti Malaysia Sabah, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5069855823"],"corresponding_institution_ids":["https://openalex.org/I161371597"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":{"value":3190,"currency":"USD","value_usd":3190},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02010025,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"23","issue":"1","first_page":"81","last_page":"92"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10484","display_name":"Wood Treatment and Properties","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10484","display_name":"Wood Treatment and Properties","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12665","display_name":"Bamboo properties and applications","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10513","display_name":"Natural Fiber Reinforced Composites","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/set-recovery","display_name":"set recovery","score":0.7450000047683716},{"id":"https://openalex.org/keywords/compression-ratio","display_name":"compression ratio","score":0.8009999990463257},{"id":"https://openalex.org/keywords/paraserianthes-falcataria","display_name":"Paraserianthes falcataria","score":0.890999972820282},{"id":"https://openalex.org/keywords/generalized-additive-models","display_name":"generalized additive models","score":0.8040000200271606},{"id":"https://openalex.org/keywords/wood-densification","display_name":"wood densification","score":0.46700000762939453}],"concepts":[{"id":"https://openalex.org/C99656134","wikidata":"https://www.wikidata.org/wiki/Q2912993","display_name":"Ordinary least squares","level":2,"score":0.741599977016449},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.7035999894142151},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.6074000000953674},{"id":"https://openalex.org/C9936470","wikidata":"https://www.wikidata.org/wiki/Q6510405","display_name":"Least-squares function approximation","level":3,"score":0.5457000136375427},{"id":"https://openalex.org/C194648359","wikidata":"https://www.wikidata.org/wiki/Q3318054","display_name":"Generalized additive model","level":2,"score":0.5020999908447266},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4999000132083893},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4668000042438507},{"id":"https://openalex.org/C203223496","wikidata":"https://www.wikidata.org/wiki/Q4681344","display_name":"Additive model","level":2,"score":0.43779999017715454},{"id":"https://openalex.org/C22354355","wikidata":"https://www.wikidata.org/wiki/Q422009","display_name":"Partial least squares regression","level":2,"score":0.4293999969959259},{"id":"https://openalex.org/C25797200","wikidata":"https://www.wikidata.org/wiki/Q828137","display_name":"Compression ratio","level":3,"score":0.4043000042438507},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.39649999141693115},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.38119998574256897},{"id":"https://openalex.org/C188649462","wikidata":"https://www.wikidata.org/wiki/Q2246261","display_name":"Generalized least squares","level":3,"score":0.3765000104904175},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.37209999561309814},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.3682999908924103},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3628999888896942},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.33169999718666077},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.32919999957084656},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3246999979019165},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.30079999566078186},{"id":"https://openalex.org/C2987875673","wikidata":"https://www.wikidata.org/wiki/Q187939","display_name":"Manufacturing process","level":2,"score":0.28540000319480896},{"id":"https://openalex.org/C16012445","wikidata":"https://www.wikidata.org/wiki/Q1501135","display_name":"Mixed model","level":2,"score":0.2849999964237213},{"id":"https://openalex.org/C30407753","wikidata":"https://www.wikidata.org/wiki/Q186191","display_name":"Compressive strength","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.2718999981880188},{"id":"https://openalex.org/C76969082","wikidata":"https://www.wikidata.org/wiki/Q486902","display_name":"Mathematical model","level":2,"score":0.2540000081062317},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.25270000100135803}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13196-025-00397-y","doi":"https://doi.org/10.1007/s13196-025-00397-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13196-025-00397-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13196-025-00397-y.pdf","source":{"id":"https://openalex.org/S2764604664","display_name":"Journal of the Indian Academy of Wood Science","issn_l":"0972-172X","issn":["0972-172X","0976-8432"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Indian Academy of Wood Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s13196-025-00397-y","doi":"https://doi.org/10.1007/s13196-025-00397-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13196-025-00397-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13196-025-00397-y.pdf","source":{"id":"https://openalex.org/S2764604664","display_name":"Journal of the Indian Academy of Wood Science","issn_l":"0972-172X","issn":["0972-172X","0976-8432"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Indian Academy of Wood Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":0.5925999879837036}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320906","display_name":"International Tropical Timber Organization","ror":"https://ror.org/03836vq90"},{"id":"https://openalex.org/F4320323704","display_name":"Universiti Malaysia Sabah","ror":"https://ror.org/040v70252"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7124186517.pdf","grobid_xml":"https://content.openalex.org/works/W7124186517.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1843415570","https://openalex.org/W1997121401","https://openalex.org/W2006394041","https://openalex.org/W2022980792","https://openalex.org/W2026116388","https://openalex.org/W2112756895","https://openalex.org/W2128604030","https://openalex.org/W2332560414","https://openalex.org/W2394955325","https://openalex.org/W2511311707","https://openalex.org/W2602779113","https://openalex.org/W2608186062","https://openalex.org/W2747305642","https://openalex.org/W2765292699","https://openalex.org/W2771569535","https://openalex.org/W2970442877","https://openalex.org/W2980560550","https://openalex.org/W3009430428","https://openalex.org/W3045666220","https://openalex.org/W3186239310","https://openalex.org/W4233666658","https://openalex.org/W4283798070","https://openalex.org/W4307138551","https://openalex.org/W4310023574","https://openalex.org/W4382199646","https://openalex.org/W4388035934","https://openalex.org/W4389734539","https://openalex.org/W4409015799"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"This":[1],"study":[2],"examined":[3],"the":[4,16,20,50,116,124,153],"effects":[5],"of":[6,24,26,39,137],"varying":[7],"compression":[8,59,85,95,154],"ratios":[9,96,155],"(40%,":[10],"50%,":[11],"and":[12,22,42,46,55,69,100,108,140],"60%)":[13],"applied":[14],"during":[15],"short-duration":[17],"densification":[18,35],"on":[19],"set-recovery":[21,54,80,99,107,150],"density":[23,56,111],"laminas":[25],"Paraserianthes":[27],"falcataria":[28],",":[29],"a":[30,83,103,109],"low-density":[31],"timber":[32,164],"species.":[33],"The":[34,89,142],"process":[36],"was":[37],"comprised":[38],"pressing,":[40],"venting,":[41],"cooling":[43],"phases.":[44],"Kruskal-Wallis":[45],"Dunn":[47],"tests":[48,91],"evaluated":[49],"statistical":[51],"differences":[52],"in":[53,106,122,169],"between":[57],"different":[58],"ratios.":[60],"Modelling":[61],"approaches,":[62,118],"such":[63],"as":[64,152],"Generalized":[65],"Additive":[66],"Model":[67],"(GAM)":[68],"Transformed":[70],"Ordinary":[71],"Least":[72],"Squares":[73],"(TOLS)":[74],"regression,":[75],"were":[76,135],"developed":[77],"to":[78],"predict":[79],"outcomes":[81],"across":[82],"broader":[84],"ratio":[86],"range":[87],"(10%\u201380%).":[88],"non-parametric":[90],"revealed":[92],"that":[93,149],"increased":[94,151],"significantly":[97],"influence":[98],"density,":[101],"with":[102],"minimal":[104],"increase":[105],"consistent":[110],"over":[112],"time.":[113],"As":[114],"for":[115,161],"dual-modelling":[117],"GAM":[119],"outperformed":[120],"TOLS":[121],"all":[123],"model":[125],"metrics.":[126],"Nevertheless,":[127],"both":[128,146],"models":[129,147],"obtained":[130],"low":[131],"metrics":[132],"values,":[133],"which":[134],"indicative":[136],"high":[138],"reliability":[139],"accuracy.":[141],"overall":[143],"pattern":[144],"from":[145],"suggests":[148],"increased.":[156],"These":[157],"insights":[158],"are":[159],"crucial":[160],"enhancing":[162],"sustainable":[163],"production,":[165],"indicating":[166],"potential":[167],"advancements":[168],"manufacturing":[170],"high-performance,":[171],"eco-friendly":[172],"wood":[173],"materials.":[174]},"counts_by_year":[],"updated_date":"2026-09-11T09:22:31.653822","created_date":"2026-01-15T00:00:00"}
