{"id":"https://openalex.org/W3207319257","doi":"https://doi.org/10.1145/3484272.3484964","title":"Machine learning pedagogy to support the research community","display_name":"Machine learning pedagogy to support the research community","publication_year":2021,"publication_date":"2021-10-15","ids":{"openalex":"https://openalex.org/W3207319257","doi":"https://doi.org/10.1145/3484272.3484964","mag":"3207319257"},"language":"en","primary_location":{"id":"doi:10.1145/3484272.3484964","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3484272.3484964","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 ACM SIGPLAN International Symposium on SPLASH-E","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3484272.3484964","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016923656","display_name":"Kevin Dick","orcid":"https://orcid.org/0000-0003-3931-523X"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Kevin Dick","raw_affiliation_strings":["Carleton University, Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074791872","display_name":"Daniel G. Kyrollos","orcid":"https://orcid.org/0000-0002-1203-959X"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Daniel G. Kyrollos","raw_affiliation_strings":["Carleton University, Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078223816","display_name":"James R. Green","orcid":"https://orcid.org/0000-0002-6039-2355"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"James R. Green","raw_affiliation_strings":["Carleton University, Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University, Canada","institution_ids":["https://openalex.org/I67031392"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5016923656"],"corresponding_institution_ids":["https://openalex.org/I67031392"],"apc_list":null,"apc_paid":null,"fwci":0.3246,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.5693641,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"43","last_page":"48"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9710999727249146,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T12867","display_name":"Advanced Biosensing Techniques and Applications","score":0.929099977016449,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.662017822265625},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6453390717506409},{"id":"https://openalex.org/keywords/undergraduate-research","display_name":"Undergraduate research","score":0.5904711484909058},{"id":"https://openalex.org/keywords/druggability","display_name":"Druggability","score":0.5778592228889465},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.45633333921432495},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.44857513904571533},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4466903507709503},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.4223792254924774},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4052214026451111},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3919838070869446},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2457684874534607},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.1526254117488861},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.11467048525810242},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10168281197547913}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.662017822265625},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6453390717506409},{"id":"https://openalex.org/C2779041819","wikidata":"https://www.wikidata.org/wiki/Q10302238","display_name":"Undergraduate research","level":2,"score":0.5904711484909058},{"id":"https://openalex.org/C10679952","wikidata":"https://www.wikidata.org/wiki/Q5308937","display_name":"Druggability","level":3,"score":0.5778592228889465},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.45633333921432495},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.44857513904571533},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4466903507709503},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.4223792254924774},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4052214026451111},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3919838070869446},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2457684874534607},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.1526254117488861},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.11467048525810242},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10168281197547913},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3484272.3484964","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3484272.3484964","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 ACM SIGPLAN International Symposium on SPLASH-E","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3484272.3484964","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3484272.3484964","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 ACM SIGPLAN International Symposium on SPLASH-E","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1509434256","https://openalex.org/W1970295095","https://openalex.org/W1971040550","https://openalex.org/W1984141614","https://openalex.org/W2061212083","https://openalex.org/W2071125093","https://openalex.org/W2139294595","https://openalex.org/W2592742128","https://openalex.org/W2595132128","https://openalex.org/W2885079199","https://openalex.org/W2889242407","https://openalex.org/W2903987059","https://openalex.org/W2913729879","https://openalex.org/W2927120293","https://openalex.org/W2995332686","https://openalex.org/W3005602347","https://openalex.org/W3012994592","https://openalex.org/W3013758358","https://openalex.org/W3041698787","https://openalex.org/W3087156149","https://openalex.org/W3103608420","https://openalex.org/W3109916301","https://openalex.org/W3129310681","https://openalex.org/W3165669050","https://openalex.org/W4244755728","https://openalex.org/W4288079730","https://openalex.org/W4301625940"],"related_works":["https://openalex.org/W2556855892","https://openalex.org/W4214810602","https://openalex.org/W2523769397","https://openalex.org/W2000687555","https://openalex.org/W2158546283","https://openalex.org/W2255897055","https://openalex.org/W2013600324","https://openalex.org/W2924545821","https://openalex.org/W2467797731","https://openalex.org/W2998738181"],"abstract_inverted_index":{"Machine":[0],"learning":[1,175],"methods":[2],"are":[3],"increasingly":[4],"leveraged":[5,102],"in":[6,212,223],"disparate":[7],"domains":[8],"of":[9,27,62,92],"research.":[10,224],"Herein,":[11],"we":[12,101],"describe":[13,40,77],"our":[14,178],"curriculum":[15,74,157],"design":[16,75,158],"to":[17,21,35,52,83,114,140,149,167,173,191,207,215,218],"introduce":[18],"undergraduate":[19,73,205],"students":[20,113,206],"applied":[22],"research":[23,56,169,199,209],"through":[24],"a":[25,31,53,120,188,193,221],"series":[26],"course":[28,43],"assignments":[29,49],"and":[30,45,76,108,127,171],"competition":[32,162],"among":[33],"peers":[34],"inspire":[36],"other":[37],"educators.":[38],"We":[39,65,111,154,201],"the":[41,48,67,87,132,146,180],"overall":[42],"structure":[44],"detail":[46],"how":[47,78],"were":[50,184],"tailored":[51],"selected":[54,88],"open":[55,208],"question":[57],"while":[58],"developing":[59],"student":[60,182],"understanding":[61],"machine":[63,174],"learning.":[64],"outline":[66],"lessons":[68],"learned":[69],"from":[70],"this":[71,156],"new":[72],"it":[79],"may":[80],"be":[81,138],"adapted":[82],"similar":[84],"courses.":[85],"For":[86],"COVID19-related":[89],"course-long":[90],"problem":[91],"predicting":[93],"which":[94],"drugs":[95],"might":[96],"interact":[97],"with":[98,119,131],"specific":[99],"proteins,":[100],"state-of-the-art":[103,122],"tools":[104],"for":[105],"representing":[106,196],"drug":[107],"protein":[109],"sequences.":[110],"challenged":[112],"develop":[115],"unique":[116],"solutions":[117,136,183],"competitive":[118],"current":[121],"model":[123],"using":[124,187],"reproducible":[125],"Notebooks":[126],"cloud-based":[128],"computing":[129],"resources":[130],"expectation":[133],"that":[134,164],"top-ranking":[135],"would":[137],"used":[139],"predict":[141],"novel":[142],"druggable":[143],"targets":[144],"within":[145],"SARS-CoV-2":[147],"proteome":[148],"possibly":[150],"treat":[151],"COVID19":[152],"patients.":[153],"motivate":[155],"based":[159],"on":[160],"related":[161],"frameworks":[163],"have":[165],"led":[166],"notable":[168],"advancements":[170],"contributed":[172],"pedagogy.":[176],"From":[177],"experience,":[179],"top":[181],"ultimately":[185],"combined":[186],"stacked":[189],"classifier":[190],"create":[192],"publishable":[194],"solution":[195],"an":[197],"actual":[198],"contribution.":[200],"highly":[202],"recommend":[203],"introducing":[204],"applications":[210],"early":[211],"their":[213],"program":[214],"encourage":[216],"them":[217],"consider":[219],"pursuing":[220],"career":[222]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
