{"id":"https://openalex.org/W7225744376","doi":"https://doi.org/10.21203/rs.3.rs-11381150/v1","title":"Slater-determinant exclusion gating does not improve polyp segmentation: a controlled evaluation with a prespecified analysis plan","display_name":"Slater-determinant exclusion gating does not improve polyp segmentation: a controlled evaluation with a prespecified analysis plan","publication_year":2026,"publication_date":"2026-11-10","ids":{"openalex":"https://openalex.org/W7225744376","doi":"https://doi.org/10.21203/rs.3.rs-11381150/v1"},"language":"en","primary_location":{"id":"doi:10.21203/rs.3.rs-11381150/v1","doi":"https://doi.org/10.21203/rs.3.rs-11381150/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11381150/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.21203/rs.3.rs-11381150/v1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5145853363","display_name":"Amine BOUGARNE","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Amine BOUGARNE","raw_affiliation_strings":["Mohammed V University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohammed V University","institution_ids":["https://openalex.org/I126477371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5145853363"],"corresponding_institution_ids":["https://openalex.org/I126477371"],"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.8755000233650208,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.8755000233650208,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.050999999046325684,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.03060000017285347,"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":[],"concepts":[{"id":"https://openalex.org/C48145219","wikidata":"https://www.wikidata.org/wiki/Q1335365","display_name":"Security token","level":2,"score":0.6442000269889832},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.5519000291824341},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.46070000529289246},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44510000944137573},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.4359999895095825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4262999892234802},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.41280001401901245},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3878999948501587},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38040000200271606},{"id":"https://openalex.org/C2780573568","wikidata":"https://www.wikidata.org/wiki/Q16743864","display_name":"Fist","level":2,"score":0.3799000084400177},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3686999976634979},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.3619999885559082},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.32179999351501465},{"id":"https://openalex.org/C194544171","wikidata":"https://www.wikidata.org/wiki/Q21105679","display_name":"Gating","level":2,"score":0.3199000060558319},{"id":"https://openalex.org/C136625980","wikidata":"https://www.wikidata.org/wiki/Q663208","display_name":"Rounding","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2946999967098236},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.27950000762939453},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2793000042438507},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.27379998564720154},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.27140000462532043},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.2676999866962433},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.26649999618530273},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2581999897956848},{"id":"https://openalex.org/C175291020","wikidata":"https://www.wikidata.org/wiki/Q1156822","display_name":"Offset (computer science)","level":2,"score":0.2565000057220459},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.2558000087738037},{"id":"https://openalex.org/C10418432","wikidata":"https://www.wikidata.org/wiki/Q560370","display_name":"AND gate","level":3,"score":0.2547000050544739},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21203/rs.3.rs-11381150/v1","doi":"https://doi.org/10.21203/rs.3.rs-11381150/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11381150/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.21203/rs.3.rs-11381150/v1","doi":"https://doi.org/10.21203/rs.3.rs-11381150/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11381150/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2001412060","https://openalex.org/W2006672084","https://openalex.org/W2008359794","https://openalex.org/W2012875423","https://openalex.org/W2021088830","https://openalex.org/W2055939670","https://openalex.org/W2111147183","https://openalex.org/W2117897510","https://openalex.org/W2120199131","https://openalex.org/W2138779671","https://openalex.org/W2285968993","https://openalex.org/W2798122215","https://openalex.org/W2884585870","https://openalex.org/W2889985731","https://openalex.org/W2915006109","https://openalex.org/W2928165649","https://openalex.org/W2963420686","https://openalex.org/W2972153210","https://openalex.org/W2973805762","https://openalex.org/W2988299447","https://openalex.org/W2996290406","https://openalex.org/W3014974815","https://openalex.org/W3120333390","https://openalex.org/W3124994365","https://openalex.org/W3175515048","https://openalex.org/W4223430324","https://openalex.org/W4252684946","https://openalex.org/W4308456711","https://openalex.org/W4353015179","https://openalex.org/W4382877880","https://openalex.org/W4385576721","https://openalex.org/W4391756091","https://openalex.org/W4406039801"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Polyp":[1],"segmentation":[2],"networks":[3],"learn":[4],"spatially":[5],"redundant":[6],"features":[7],"and":[8,93,104,138,190,195],"often":[9],"misfire":[10],"on":[11,24,68,111],"specular":[12],"highlights.":[13,146],"Determinants":[14],"give":[15],"an":[16,98],"exact":[17],"test":[18],"of":[19,53,193],"redundancy,":[20],"but":[21],"layers":[22],"built":[23,36],"them":[25],"are":[26,197],"seldom":[27],"compared":[28,82],"with":[29,78,84,179],"controls":[30],"that":[31,41,58],"isolate":[32],"the":[33,51,63,164,168,183],"determinant.":[34],"We":[35],"a":[37,56,85,87,94,171],"Slater":[38],"exclusion":[39],"gate":[40,89,116,158],"scores":[42],"each":[43],"feature":[44],"token":[45,64,91,156],"by":[46,177],"its":[47,54,123],"Schur-complement":[48],"distance":[49],"to":[50,136,167,182],"span":[52],"neighbours,":[55],"score":[57],"is":[59,65],"zero":[60],"exactly":[61],"when":[62],"linearly":[66],"dependent":[67],"them.":[69],"On":[70],"Kvasir-SEG":[71],"(1,000":[72],"images;":[73],"grouped":[74],"five-fold":[75],"cross-validation":[76],"repeated":[77],"three":[79],"seeds)":[80],"we":[81,105],"it":[83,139,151],"U-Net,":[86],"parameter-matched":[88],"without":[90,109],"interaction":[92],"pairwise-exclusion":[95],"gate,":[96],"under":[97],"analysis":[99],"plan":[100],"fixed":[101],"before":[102],"training,":[103],"tested":[106],"every":[107,154],"model":[108],"retraining":[110],"four":[112],"external":[113],"datasets.":[114],"The":[115],"did":[117,140],"not":[118,141],"improve":[119],"per-image":[120],"Dice":[121,180],"over":[122],"matched":[124],"control":[125],"(0.9006":[126],"vs":[127,186],"0.9007;":[128],"difference":[129],"\u2212":[130,134],"0.0001,":[131],"95%":[132],"CI":[133],"0.0031":[135],"0.0029),":[137],"reduce":[142],"false":[143],"positives":[144],"inside":[145],"Gate":[147],"diagnostics":[148],"show":[149],"why:":[150],"attenuated":[152],"almost":[153],"deep":[155],"(mean":[157],"0.08":[159],"at":[160],"stride":[161],"32).":[162],"Adding":[163],"same":[165],"quantity":[166],"loss":[169],"as":[170],"log-determinant":[172],"penalty":[173],"lowered":[174],"inter-token":[175],"redundancy":[176],"14%":[178],"comparable":[181],"U-Net":[184],"(0.9054":[185],"0.9038).":[187],"Code,":[188],"splits":[189],"verified":[191],"reimplementations":[192],"PraNet":[194],"Polyp-PVT":[196],"released.":[198]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-11T00:00:00"}
