{"id":"https://openalex.org/W7225465172","doi":"https://doi.org/10.5281/zenodo.24040993","title":"THE PERCEIVED SIMPLICITY-LATENT COMPLEXITY DIVERGENCE FRAMEWORK (","display_name":"THE PERCEIVED SIMPLICITY-LATENT COMPLEXITY DIVERGENCE FRAMEWORK (","publication_year":2026,"publication_date":"2026-11-07","ids":{"openalex":"https://openalex.org/W7225465172","doi":"https://doi.org/10.5281/zenodo.24040993"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.24040993","doi":"https://doi.org/10.5281/zenodo.24040993","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24040993","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.24040993","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5152320903","display_name":"Shamiul Hoque Shan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shan, Shamiul Hoque","raw_affiliation_strings":["Independent Researcher"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Independent Researcher","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5152320903"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.4099000096321106,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.4099000096321106,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14299","display_name":"Complex Systems and Dynamics","score":0.26809999346733093,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13898","display_name":"Diverse Interdisciplinary Research Studies","score":0.025299999862909317,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/structural-complexity","display_name":"structural complexity","score":0.8600000143051147},{"id":"https://openalex.org/keywords/perceived-difficulty","display_name":"perceived difficulty","score":0.7129999995231628},{"id":"https://openalex.org/keywords/perceived-ease","display_name":"perceived ease","score":0.5139999985694885},{"id":"https://openalex.org/keywords/power-law-model","display_name":"power law model","score":0.75}],"concepts":[{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.7901999950408936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6238999962806702},{"id":"https://openalex.org/C2776372474","wikidata":"https://www.wikidata.org/wiki/Q508291","display_name":"Simplicity","level":2,"score":0.515500009059906},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.5123999714851379},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.46700000762939453},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4429999887943268},{"id":"https://openalex.org/C132010649","wikidata":"https://www.wikidata.org/wiki/Q189222","display_name":"Intuition","level":2,"score":0.4390000104904175},{"id":"https://openalex.org/C155911762","wikidata":"https://www.wikidata.org/wiki/Q422321","display_name":"Blueprint","level":2,"score":0.4291999936103821},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40860000252723694},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4000000059604645},{"id":"https://openalex.org/C2780704645","wikidata":"https://www.wikidata.org/wiki/Q9251458","display_name":"Observer (physics)","level":2,"score":0.38989999890327454},{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.3555000126361847},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3472000062465668},{"id":"https://openalex.org/C509619924","wikidata":"https://www.wikidata.org/wiki/Q17130757","display_name":"Structural complexity","level":2,"score":0.32839998602867126},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.3264000117778778},{"id":"https://openalex.org/C51167844","wikidata":"https://www.wikidata.org/wiki/Q4422623","display_name":"Latent variable","level":2,"score":0.3244999945163727},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31380000710487366},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3046000003814697},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.30379998683929443},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.3003000020980835},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.2971000075340271},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2851000130176544},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C70727504","wikidata":"https://www.wikidata.org/wiki/Q1806878","display_name":"Latent class model","level":2,"score":0.2842999994754791},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.2831000089645386},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.26510000228881836},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2540999948978424}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.24040993","doi":"https://doi.org/10.5281/zenodo.24040993","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24040993","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.5281/zenodo.24040994","doi":"https://doi.org/10.5281/zenodo.24040994","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24040994","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.5281/zenodo.24040993","doi":"https://doi.org/10.5281/zenodo.24040993","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24040993","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W6903743058","https://openalex.org/W2805289558","https://openalex.org/W3121245290","https://openalex.org/W2336371737","https://openalex.org/W2061099200","https://openalex.org/W2761829455","https://openalex.org/W187097809","https://openalex.org/W7099981793","https://openalex.org/W2604417297","https://openalex.org/W4388154481"],"abstract_inverted_index":{"The":[0,57,193],"Perceived":[1],"Simplicity-Latent":[2],"Complexity":[3],"Divergence":[4],"Framework":[5],"(PSLCDF)":[6],"is":[7,30,144,158,174,183],"proposedas":[8],"a":[9,32,53,100,122,128,138,161,197],"boundary-conditioned,":[10],"multidomain":[11,228],"framework":[12,59,116],"for":[13,200],"investigating":[14],"the":[15],"relationship":[16],"betweensubjective":[17],"simplicity,":[18],"latent":[19,217],"structural":[20,22,82,93,221],"complexity,":[21],"visibility,":[23,84],"and":[24,66,85,99,137,177,209],"realized":[25,86,105,219],"task":[26,87],"difficulty.The":[27],"motivating":[28],"intuition":[29],"that":[31,64,149,202],"subject,":[33],"process,":[34],"system,":[35],"or":[36,188],"representation":[37],"may":[38],"appearsimple":[39],"to":[40,213],"an":[41,167],"observer":[42],"while":[43],"requiring":[44,155],"substantial":[45],"structural,":[46],"causal,":[47],"computational,":[48],"explanatory,or":[49],"operational":[50,131],"effort":[51],"under":[52,178],"more":[54],"complete":[55],"analysis.":[56],"proposed":[58],"formalizes":[60],"thisintuition":[61],"without":[62],"assuming":[63],"simplicity":[65,182],"difficulty":[67],"must":[68],"always":[69],"be":[70],"directly":[71],"proportional":[72],"orinversely":[73],"proportional.The":[74],"architecture":[75,164],"distinguishes":[76],"four":[77],"primary":[78,124],"constructs:":[79],"perceived":[80,215],"ease,":[81],"complexity,structural":[83],"difficulty.":[88,106],"It":[89],"additionally":[90],"defines":[91],"hidden":[92,186],"complexity,a":[94],"surface-depth":[95],"divergence":[96],"potential":[97],"index,":[98],"calibration-gap":[101],"measure":[102],"comparing":[103],"predictedwith":[104],"Candidate":[107],"power-law,":[108],"direct-proportionality,":[109],"inverse-proportionality,":[110],"andconditional":[111],"statistical":[112],"models":[113],"are":[114],"specified.The":[115],"contains":[117],"eighteen":[118],"interconnected":[119],"theoretical":[120],"layers,":[121],"canonical":[123],"case,domain-specific":[125],"case":[126],"variants,":[127],"mechanism":[129],"taxonomy,":[130],"measurement":[132,207],"procedures,testable":[133],"hypotheses,":[134],"falsification":[135],"criteria,":[136],"staged":[139],"research-development":[140],"protocol.":[141],"A":[142],"crucialdistinction":[143],"maintained":[145],"between":[146],"mathematical":[147],"identities":[148],"follow":[150],"from":[151],"definitions":[152],"andempirical":[153],"propositions":[154],"independent":[156],"validation.PSLCDF":[157],"intended":[159],"as":[160],"reusable":[162],"methodological":[163],"rather":[165],"than":[166],"establisheduniversal":[168],"law.":[169],"Its":[170],"central":[171],"research":[172],"question":[173,203],"whether,":[175],"when,":[176],"what":[179],"boundary":[180],"conditionsperceived":[181],"associated":[184],"with":[185,189],"complexity":[187],"underestimation":[190],"of":[191],"realizeddifficulty.":[192],"present":[194],"document":[195],"supplies":[196],"formal":[198],"blueprint":[199],"answering":[201],"whileleaving":[204],"empirical":[205],"parameters,":[206],"validity,":[208],"cross-domain":[210],"generality":[211],"open":[212],"testing.Keywords:":[214],"simplicity;":[216],"complexity;":[218],"difficulty;":[220],"visibility;perception-reality":[222],"discrepancy;":[223],"proportionality;":[224],"power-law":[225],"models;":[226],"calibration;":[227],"theory;mathematical":[229],"operationalization.":[230]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-11-08T00:00:00"}
