{"id":"https://openalex.org/W2954725346","doi":null,"title":"Mechanistic philosophy and the use of deep neural networks in neuroscience","display_name":"Mechanistic philosophy and the use of deep neural networks in neuroscience","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2954725346","mag":"2954725346"},"language":"en","primary_location":{"id":"pmh:oai:era.ed.ac.uk:1842/35663","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1842/35663","pdf_url":"http://hdl.handle.net/1842/35663","source":{"id":"https://openalex.org/S7407055182","display_name":"ERA","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis or Dissertation"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/1842/35663","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"David C. Harrison","orcid":"https://orcid.org/0000-0002-7176-6789","observed_orcids":["https://orcid.org/0000-0002-7176-6789"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"David C. Harrison","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-7176-6789","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T10778","display_name":"Philosophy of Biology and Scientific Explanation","score":0.8154000043869019,"subfield":{"id":"https://openalex.org/subfields/1207","display_name":"History and Philosophy of Science"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10778","display_name":"Philosophy of Biology and Scientific Explanation","score":0.8154000043869019,"subfield":{"id":"https://openalex.org/subfields/1207","display_name":"History and Philosophy of Science"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10258","display_name":"Philosophy and Theoretical Science","score":0.09679999947547913,"subfield":{"id":"https://openalex.org/subfields/1211","display_name":"Philosophy"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11883","display_name":"Embodied and Extended Cognition","score":0.03550000116229057,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-neural-network","display_name":"deep neural network","score":0.9269999861717224},{"id":"https://openalex.org/keywords/mechanistic-explanation","display_name":"mechanistic explanation","score":0.7590000033378601},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.7400000095367432},{"id":"https://openalex.org/keywords/neuroscience","display_name":"neuroscience","score":0.31200000643730164},{"id":"https://openalex.org/keywords/hierarchy","display_name":"hierarchy","score":0.39899998903274536},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.328000009059906}],"concepts":[{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.5889041423797607},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.5500456690788269},{"id":"https://openalex.org/C15286952","wikidata":"https://www.wikidata.org/wiki/Q8037925","display_name":"Computational neuroscience","level":2,"score":0.5077679753303528},{"id":"https://openalex.org/C94097772","wikidata":"https://www.wikidata.org/wiki/Q1807987","display_name":"Neurophilosophy","level":4,"score":0.4918553829193115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34458041191101074},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3357839584350586},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3167250156402588},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2822433114051819},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.09056219458580017},{"id":"https://openalex.org/C96199812","wikidata":"https://www.wikidata.org/wiki/Q2145290","display_name":"Mental representation","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:era.ed.ac.uk:1842/35663","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1842/35663","pdf_url":"http://hdl.handle.net/1842/35663","source":{"id":"https://openalex.org/S7407055182","display_name":"ERA","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis or Dissertation"},{"id":"mag:2954725346","doi":null,"is_oa":false,"landing_page_url":"https://era.ed.ac.uk/handle/1842/35663","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:era.ed.ac.uk:1842/35663","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1842/35663","pdf_url":"http://hdl.handle.net/1842/35663","source":{"id":"https://openalex.org/S7407055182","display_name":"ERA","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis or Dissertation"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2954725346.pdf","grobid_xml":"https://content.openalex.org/works/W2954725346.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W283771064","https://openalex.org/W386569623","https://openalex.org/W1513987936","https://openalex.org/W1825675169","https://openalex.org/W1892018222","https://openalex.org/W1926040834","https://openalex.org/W1960486839","https://openalex.org/W1975086853","https://openalex.org/W1982846861","https://openalex.org/W1993472971","https://openalex.org/W2003357516","https://openalex.org/W2017660912","https://openalex.org/W2029949252","https://openalex.org/W2032472616","https://openalex.org/W2033439153","https://openalex.org/W2034920727","https://openalex.org/W2040036684","https://openalex.org/W2040477003","https://openalex.org/W2049696674","https://openalex.org/W2057137650","https://openalex.org/W2058349530","https://openalex.org/W2058616551","https://openalex.org/W2064959667","https://openalex.org/W2071900316","https://openalex.org/W2090857737","https://openalex.org/W2097660271","https://openalex.org/W2121649028","https://openalex.org/W2121845469","https://openalex.org/W2124537004","https://openalex.org/W2128432504","https://openalex.org/W2130942839","https://openalex.org/W2136116661","https://openalex.org/W2139295975","https://openalex.org/W2141125852","https://openalex.org/W2145709402","https://openalex.org/W2153158097","https://openalex.org/W2159171406","https://openalex.org/W2159217888","https://openalex.org/W2163209279","https://openalex.org/W2172094690","https://openalex.org/W2176287621","https://openalex.org/W2187011629","https://openalex.org/W2257979135","https://openalex.org/W2279189930","https://openalex.org/W2294365934","https://openalex.org/W2327381720","https://openalex.org/W2343204383","https://openalex.org/W2491030098","https://openalex.org/W2491517473","https://openalex.org/W2510825085","https://openalex.org/W2594475271","https://openalex.org/W2626540870","https://openalex.org/W2725150524","https://openalex.org/W2740901591","https://openalex.org/W2781474777","https://openalex.org/W2790358420","https://openalex.org/W2791183485","https://openalex.org/W2798878556","https://openalex.org/W2803718659","https://openalex.org/W2805078323","https://openalex.org/W2833620410","https://openalex.org/W2891188575","https://openalex.org/W2919115771","https://openalex.org/W2950238021","https://openalex.org/W2951065015","https://openalex.org/W2952237357","https://openalex.org/W2953310191","https://openalex.org/W4211009390","https://openalex.org/W4231081240","https://openalex.org/W7095449876"],"related_works":["https://openalex.org/W7124254161","https://openalex.org/W2915130814","https://openalex.org/W4221152134","https://openalex.org/W6990185839","https://openalex.org/W7204567925","https://openalex.org/W4389397573","https://openalex.org/W2899047292","https://openalex.org/W4211009390","https://openalex.org/W3017285289","https://openalex.org/W3156935222"],"abstract_inverted_index":{"Deep":[0],"Learning":[1],"has":[2,16],"revolutionized":[3],"artificial":[4,139],"intelligence":[5],"(AI)":[6],"over":[7],"the":[8,19,34,44,111,155,160,183],"past":[9],"decade":[10],"(LeCun":[11],"et.":[12],"al.":[13],"2015).":[14,76],"This":[15],"led":[17,80],"to":[18,29,56,82,110,182,192],"creation":[20],"of":[21,36,43,65,72,89,168,186],"\u2018neurally":[22],"inspired\u2019":[23],"deep-neural-networks":[24],"(DNNs).":[25],"DNNs":[26,84,109,117,169],"are":[27,53,63,102,132],"claimed":[28],"be":[30],"biologically":[31,86,124],"realistic":[32,87,125],"in":[33,107],"sense":[35],"incorporating":[37],"key":[38,133],"mechanistic":[39,134,184],"or":[40],"architectural":[41],"features":[42],"brain,":[45],"such":[46],"as":[47,61,85,120],"a":[48,70,144,152,188,194],"hierarchical":[49],"structure.":[50],"Interestingly,":[51],"they":[52,62,121],"also":[54],"said":[55],"exhibit":[57,123],"similar":[58],"behavioral":[59,73,161],"capacities,":[60],"capable":[64],"performing":[66],"\u2018near":[67],"human-level\u2019":[68],"on":[69],"variety":[71],"tasks":[74],"(Kriegeskorte":[75],"These":[77],"similarities":[78],"have":[79],"researchers":[81],"propose":[83],"models":[88],"behavior":[90],"and":[91,138,162],"brain":[92],"function":[93],"(ibid).":[94],"In":[95],"this":[96,177],"paper,":[97],"I":[98,114,128,179],"argue":[99,129],"that":[100,116,130,142],"there":[101,131,150],"at":[103,158],"least":[104],"two":[105,156],"concerns":[106],"relating":[108],"brain.":[112],"First,":[113],"suggest":[115],"might":[118],"not,":[119],"stand,":[122],"behavior.":[126],"Secondly,":[127],"dissimilarities":[135],"between":[136,154],"biological":[137],"neural":[140],"networks":[141],"impedes":[143],"so-called":[145],"modelmechanism-":[146],"mapping":[147],"relationship.":[148],"Thus":[149],"is":[151,170],"mismatch":[153],"systems":[157],"both":[159],"implementational":[163],"levels.":[164],"The":[165],"explanatory":[166,196],"status":[167,197],"accordingly":[171],"called":[172],"into":[173],"question.":[174],"To":[175],"defend":[176],"position,":[178],"make":[180],"recourse":[181],"philosophy":[185],"science,":[187],"framework":[189],"within":[190],"which":[191],"assess":[193],"model\u2019s":[195],"(Craver":[198],"2007).":[199]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2019-07-12T00:00:00"}