{"id":"https://openalex.org/W4200238055","doi":"https://doi.org/10.1080/08839514.2021.2012055","title":"Semantics Analysis of Agricultural Experts\u2019 Opinions for Crop Productivity through Machine Learning","display_name":"Semantics Analysis of Agricultural Experts\u2019 Opinions for Crop Productivity through Machine Learning","publication_year":2021,"publication_date":"2021-12-14","ids":{"openalex":"https://openalex.org/W4200238055","doi":"https://doi.org/10.1080/08839514.2021.2012055"},"language":"en","primary_location":{"id":"doi:10.1080/08839514.2021.2012055","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2021.2012055","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1080/08839514.2021.2012055","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052081627","display_name":"Mehak Rehman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096473","display_name":"Muhammad Nawaz Shareef University of Agriculture","ror":"https://ror.org/00vmr6593","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210096473"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Mehak Rehman","raw_affiliation_strings":["Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan","institution_ids":["https://openalex.org/I4210096473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060553332","display_name":"Abdul Razzaq","orcid":"https://orcid.org/0000-0003-4351-1487"},"institutions":[{"id":"https://openalex.org/I4210096473","display_name":"Muhammad Nawaz Shareef University of Agriculture","ror":"https://ror.org/00vmr6593","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210096473"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Abdul Razzaq","raw_affiliation_strings":["Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan","institution_ids":["https://openalex.org/I4210096473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048245143","display_name":"Irfan Ahmad Baig","orcid":"https://orcid.org/0000-0002-8149-7551"},"institutions":[{"id":"https://openalex.org/I4210096473","display_name":"Muhammad Nawaz Shareef University of Agriculture","ror":"https://ror.org/00vmr6593","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210096473"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Irfan Ahmad Baig","raw_affiliation_strings":["Department of Agribusiness and Applied Economics, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Agribusiness and Applied Economics, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan","institution_ids":["https://openalex.org/I4210096473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062572064","display_name":"Javeria Jabeen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096473","display_name":"Muhammad Nawaz Shareef University of Agriculture","ror":"https://ror.org/00vmr6593","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210096473"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Javeria Jabeen","raw_affiliation_strings":["Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan","institution_ids":["https://openalex.org/I4210096473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015900985","display_name":"Muhammad Hammad Nadeem Tahir","orcid":"https://orcid.org/0000-0002-4988-9061"},"institutions":[{"id":"https://openalex.org/I4210096473","display_name":"Muhammad Nawaz Shareef University of Agriculture","ror":"https://ror.org/00vmr6593","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210096473"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Hammad Nadeem Tahir","raw_affiliation_strings":["Institute of Plant Breeding and Biotechnology, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Plant Breeding and Biotechnology, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan","institution_ids":["https://openalex.org/I4210096473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036252392","display_name":"Umar Ijaz Ahmed","orcid":"https://orcid.org/0000-0002-1939-2927"},"institutions":[{"id":"https://openalex.org/I4210096473","display_name":"Muhammad Nawaz Shareef University of Agriculture","ror":"https://ror.org/00vmr6593","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210096473"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Umar Ijaz Ahmed","raw_affiliation_strings":["Department of Agribusiness and Applied Economics, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Agribusiness and Applied Economics, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan","institution_ids":["https://openalex.org/I4210096473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041397640","display_name":"Adnan Altaf","orcid":"https://orcid.org/0000-0002-7479-1496"},"institutions":[{"id":"https://openalex.org/I4210096473","display_name":"Muhammad Nawaz Shareef University of Agriculture","ror":"https://ror.org/00vmr6593","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210096473"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Adnan Altaf","raw_affiliation_strings":["Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan","institution_ids":["https://openalex.org/I4210096473"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075578309","display_name":"Touqeer Abbas","orcid":"https://orcid.org/0000-0002-8695-0319"},"institutions":[{"id":"https://openalex.org/I4210096473","display_name":"Muhammad Nawaz Shareef University of Agriculture","ror":"https://ror.org/00vmr6593","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210096473"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Touqeer Abbas","raw_affiliation_strings":["Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan","institution_ids":["https://openalex.org/I4210096473"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5060553332"],"corresponding_institution_ids":["https://openalex.org/I4210096473"],"apc_list":{"value":2195,"currency":"USD","value_usd":2195},"apc_paid":{"value":2195,"currency":"USD","value_usd":2195},"fwci":2.4345,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.89140474,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"36","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9484999775886536,"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"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9484999775886536,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9169999957084656,"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/computer-science","display_name":"Computer science","score":0.6568061709403992},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.5534383654594421},{"id":"https://openalex.org/keywords/productivity","display_name":"Productivity","score":0.5447379946708679},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5168266892433167},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5106049180030823},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4508610963821411},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4291931390762329},{"id":"https://openalex.org/keywords/agrarian-society","display_name":"Agrarian society","score":0.41847875714302063},{"id":"https://openalex.org/keywords/agricultural-productivity","display_name":"Agricultural productivity","score":0.41315293312072754}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6568061709403992},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5534383654594421},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.5447379946708679},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5168266892433167},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5106049180030823},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4508610963821411},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4291931390762329},{"id":"https://openalex.org/C157140304","wikidata":"https://www.wikidata.org/wiki/Q396108","display_name":"Agrarian society","level":3,"score":0.41847875714302063},{"id":"https://openalex.org/C128383755","wikidata":"https://www.wikidata.org/wiki/Q3816336","display_name":"Agricultural productivity","level":3,"score":0.41315293312072754},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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":2,"locations":[{"id":"doi:10.1080/08839514.2021.2012055","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2021.2012055","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0fff64c50da540b4a55a01c461ccf9e6","is_oa":false,"landing_page_url":"https://doaj.org/article/0fff64c50da540b4a55a01c461ccf9e6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"Applied Artificial Intelligence, Vol 36, Iss 1 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/08839514.2021.2012055","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2021.2012055","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1554621821","https://openalex.org/W1604266316","https://openalex.org/W2031213082","https://openalex.org/W2044259175","https://openalex.org/W2088902194","https://openalex.org/W2092397378","https://openalex.org/W2099126842","https://openalex.org/W2099813784","https://openalex.org/W2110101814","https://openalex.org/W2121002600","https://openalex.org/W2156741031","https://openalex.org/W2410415416","https://openalex.org/W2512317583","https://openalex.org/W2610222147","https://openalex.org/W2612769033","https://openalex.org/W2766904551","https://openalex.org/W2775793149","https://openalex.org/W2802787326","https://openalex.org/W2900646818","https://openalex.org/W2937423263","https://openalex.org/W2949843842","https://openalex.org/W2964144858","https://openalex.org/W2983376237","https://openalex.org/W2984456139","https://openalex.org/W3003775168","https://openalex.org/W3005663193","https://openalex.org/W3022620032","https://openalex.org/W3027157828","https://openalex.org/W3103371015","https://openalex.org/W3105625590","https://openalex.org/W3157611102","https://openalex.org/W3165319944","https://openalex.org/W4210955721","https://openalex.org/W4239510810"],"related_works":["https://openalex.org/W2029956033","https://openalex.org/W1875900731","https://openalex.org/W4318060792","https://openalex.org/W3124599363","https://openalex.org/W2216378219","https://openalex.org/W2341646369","https://openalex.org/W3148299113","https://openalex.org/W2519478292","https://openalex.org/W2497266953","https://openalex.org/W2391874503"],"abstract_inverted_index":{"Semantic":[0],"analysis":[1,79,145,205],"is":[2,7,194],"a":[3,62,77,143,173],"particular":[4],"technique,":[5],"which":[6],"an":[8,195],"interesting":[9],"area":[10],"of":[11,80,106,111,146,198,201,217],"research":[12,102,141,171],"that":[13,69],"associates":[14],"with":[15],"Natural":[16],"Language":[17],"Processing":[18],"(NLP),":[19],"artificial":[20],"intelligence,":[21],"opinion":[22],"mining,":[23],"text":[24,29],"clustering,":[25],"and":[26,55,104,129,185],"classification.":[27],"Numerous":[28],"processing":[30],"techniques":[31],"are":[32],"being":[33],"used":[34],"to":[35,151,163,214],"find":[36],"out":[37],"sentiments":[38],"from":[39],"the":[40,66,153,191,215,231],"comments,":[41],"such":[42,115],"as":[43,116],"social":[44],"media":[45],"tweets,":[46],"hoax,":[47],"fiction,":[48],"nonfiction,":[49],"novels,":[50],"books,":[51],"movies,":[52],"health":[53],"care,":[54],"stock":[56],"exchange.":[57],"Agrarian":[58],"experts\u2019":[59,82],"opinions":[60,83,150,222],"play":[61],"vital":[63],"role":[64],"in":[65,206,234],"agriculture":[67,81,161],"sector":[68],"yields":[70],"good":[71],"crop":[72,133,154,179,225],"productivity.":[73],"This":[74,140],"paper":[75],"presents":[76],"descriptive":[78,144],"through":[84,138,203],"machine":[85,167,210],"learning":[86,211],"methods":[87],"based":[88],"on":[89,132,223],"textual":[90],"data":[91,94,208],"collection.":[92],"The":[93,109,169],"has":[95],"been":[96,136,228],"collected":[97,137,147],"by":[98,156,165],"surveying":[99],"various":[100,112],"academia,":[101],"institute,":[103],"industry":[105],"Punjab,":[107],"Pakistan.":[108,235],"impact":[110],"agricultural":[113,183],"inputs":[114,162],"seed":[117],"quality,":[118,120],"soil":[119],"soil-intensive":[121],"tillage,":[122],"climate":[123],"changes,":[124],"water":[125],"shortage,":[126],"synthetic":[127],"fertilizer,":[128],"precision":[130],"technologies":[131],"productivity":[134,226],"have":[135,227],"questionnaires.":[139],"provides":[142,172],"agrarians":[148,202,220],"experts":[149,221],"increase":[152],"yield":[155],"providing":[157],"awareness":[158],"regarding":[159],"current":[160,170],"farmers":[164],"using":[166,209],"learning.":[168],"cohesive":[174],"expert":[175],"guideline":[176],"for":[177,182,230],"improving":[178],"productivity,":[180],"useful":[181],"policymaking,":[184],"conveys":[186],"adequate":[187],"farmers\u2019":[188],"knowledge.":[189],"Consequently,":[190],"proposed":[192],"method":[193],"innovative":[196],"way":[197],"discovering":[199],"recommendations":[200],"sentiment":[204],"survey":[207],"methods.":[212],"Furthermore,":[213],"best":[216],"our":[218],"knowledge,":[219],"enhancing":[224],"considered":[229],"first":[232],"time":[233]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-10T08:33:47.465468","created_date":"2025-10-10T00:00:00"}
