{"id":"https://openalex.org/W7217039848","doi":null,"title":"Predictive Guardians-An AI Driven Framework For Crime Prediction and Prevention","display_name":"Predictive Guardians-An AI Driven Framework For Crime Prediction and Prevention","publication_year":2026,"publication_date":"2026-03-16","ids":{"openalex":"https://openalex.org/W7217039848"},"language":"en","primary_location":{"id":"pmh:oai:ojs2.ijerst.org:article/1945","doi":null,"is_oa":true,"landing_page_url":"https://ijerst.org/index.php/ijerst/article/view/1945","pdf_url":"https://ijerst.org/index.php/ijerst/article/download/1945/1765","source":{"id":"https://openalex.org/S5406990484","display_name":"International Journal of Engineering Research and Science & Technology","issn_l":"2319-5991","issn":["2319-5991"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2319-5991","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ijerst.org/index.php/ijerst/article/download/1945/1765","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5154951644","display_name":"M. SWETHA","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"M. SWETHA","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5155216831","display_name":"GUBBA SAI SANJANA","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"GUBBA SAI SANJANA","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5154752373","display_name":"GORATI LAVANYA","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"GORATI LAVANYA","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5155426128","display_name":"JELLA SAI RAM","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"JELLA SAI RAM","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5156213877","display_name":"KALUVA DHARANIDHAR REDDY","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"KALUVA DHARANIDHAR REDDY","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.6309000253677368,"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"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.6309000253677368,"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"}},{"id":"https://openalex.org/T13643","display_name":"Artificial Intelligence in Law","score":0.23510000109672546,"subfield":{"id":"https://openalex.org/subfields/3308","display_name":"Law"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11076","display_name":"Policing Practices and Perceptions","score":0.09969999641180038,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/predictive-policing","display_name":"predictive policing","score":1.0},{"id":"https://openalex.org/keywords/crime-prediction","display_name":"crime prediction","score":0.9850000143051147},{"id":"https://openalex.org/keywords/crime-prevention","display_name":"crime prevention","score":0.9919999837875366},{"id":"https://openalex.org/keywords/algorithmic-bias","display_name":"algorithmic bias","score":0.9200000166893005},{"id":"https://openalex.org/keywords/algorithmic-fairness","display_name":"algorithmic fairness","score":0.7289999723434448},{"id":"https://openalex.org/keywords/civil-liberties","display_name":"civil liberties","score":0.8190000057220459},{"id":"https://openalex.org/keywords/transparency-and-accountability","display_name":"transparency and accountability","score":0.7789999842643738},{"id":"https://openalex.org/keywords/community-engagement","display_name":"community participation","score":0.6549999713897705},{"id":"https://openalex.org/keywords/regulatory-framework","display_name":"regulatory framework","score":0.6240000128746033},{"id":"https://openalex.org/keywords/police-resource-allocation","display_name":"police resource allocation","score":0.7310000061988831}],"concepts":[{"id":"https://openalex.org/C2780262971","wikidata":"https://www.wikidata.org/wiki/Q44554","display_name":"Law enforcement","level":2,"score":0.6371999979019165},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5737000107765198},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.5634999871253967},{"id":"https://openalex.org/C102587632","wikidata":"https://www.wikidata.org/wiki/Q117488","display_name":"Criminal justice","level":2,"score":0.5619999766349792},{"id":"https://openalex.org/C2776348852","wikidata":"https://www.wikidata.org/wiki/Q855848","display_name":"Crime prevention","level":2,"score":0.4918000102043152},{"id":"https://openalex.org/C2776157319","wikidata":"https://www.wikidata.org/wiki/Q5185258","display_name":"Crime control","level":3,"score":0.4259999990463257},{"id":"https://openalex.org/C2779777834","wikidata":"https://www.wikidata.org/wiki/Q4202277","display_name":"Enforcement","level":2,"score":0.42149999737739563},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4092000126838684},{"id":"https://openalex.org/C139621336","wikidata":"https://www.wikidata.org/wiki/Q3190382","display_name":"Economic Justice","level":2,"score":0.38670000433921814},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3605000078678131},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.34360000491142273},{"id":"https://openalex.org/C20685875","wikidata":"https://www.wikidata.org/wiki/Q7239678","display_name":"Predictive validity","level":2,"score":0.33169999718666077},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3303000032901764},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.32100000977516174},{"id":"https://openalex.org/C2779149496","wikidata":"https://www.wikidata.org/wiki/Q442100","display_name":"Procedural justice","level":3,"score":0.31459999084472656},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.31029999256134033},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2971999943256378},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2806999981403351},{"id":"https://openalex.org/C202565627","wikidata":"https://www.wikidata.org/wiki/Q146491","display_name":"Criminal law","level":2,"score":0.2784999907016754},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2784000039100647},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.2757999897003174},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.27320000529289246},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.27309998869895935},{"id":"https://openalex.org/C73484699","wikidata":"https://www.wikidata.org/wiki/Q161733","display_name":"Criminology","level":1,"score":0.27059999108314514},{"id":"https://openalex.org/C2780982575","wikidata":"https://www.wikidata.org/wiki/Q332142","display_name":"Deterrence (psychology)","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.25839999318122864},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C2776876444","wikidata":"https://www.wikidata.org/wiki/Q2845200","display_name":"Crime analysis","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ojs2.ijerst.org:article/1945","doi":null,"is_oa":true,"landing_page_url":"https://ijerst.org/index.php/ijerst/article/view/1945","pdf_url":"https://ijerst.org/index.php/ijerst/article/download/1945/1765","source":{"id":"https://openalex.org/S5406990484","display_name":"International Journal of Engineering Research and Science & Technology","issn_l":"2319-5991","issn":["2319-5991"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2319-5991","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ojs2.ijerst.org:article/1945","doi":null,"is_oa":true,"landing_page_url":"https://ijerst.org/index.php/ijerst/article/view/1945","pdf_url":"https://ijerst.org/index.php/ijerst/article/download/1945/1765","source":{"id":"https://openalex.org/S5406990484","display_name":"International Journal of Engineering Research and Science & Technology","issn_l":"2319-5991","issn":["2319-5991"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2319-5991","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Peace, justice, and strong institutions","score":1.0,"id":"https://metadata.un.org/sdg/16"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7217039848.pdf","grobid_xml":"https://content.openalex.org/works/W7217039848.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W2897154134","https://openalex.org/W3122548859"],"related_works":["https://openalex.org/W4403168112","https://openalex.org/W4411005420","https://openalex.org/W7153722350","https://openalex.org/W4406829413","https://openalex.org/W7134938592","https://openalex.org/W7217219339","https://openalex.org/W4415724766","https://openalex.org/W4415725172","https://openalex.org/W7116593769","https://openalex.org/W7127049536"],"abstract_inverted_index":{"Predictive":[0],"policing":[1,55,77,125,169,204,249],"represents":[2],"a":[3,181],"growing":[4],"application":[5],"of":[6,20,30,38,75,116,145,161,167,218,247,261,268],"artificial":[7,219],"intelligence":[8,220],"(AI)":[9],"within":[10],"modern":[11],"law":[12,222],"enforcement,":[13],"where":[14],"advanced":[15],"algorithms":[16],"analyze":[17],"large":[18],"volumes":[19],"data":[21],"to":[22,34,110,142,254],"forecast":[23],"potential":[24,52],"criminal":[25],"activities.":[26],"The":[27],"primary":[28],"objective":[29],"this":[31,251],"approach":[32],"is":[33],"optimize":[35],"the":[36,73,114,159,165,216,244,255,259,265],"allocation":[37],"police":[39],"resources,":[40],"enhance":[41],"response":[42],"efficiency,":[43,105],"and":[44,66,86,103,113,140,158,174,193,209,234,264],"support":[45],"proactive":[46],"crime":[47,88,101,262],"prevention":[48,263],"strategies.":[49],"Despite":[50],"its":[51,61],"benefits,":[53],"predictive":[54,76,124,203,248],"has":[56],"generated":[57],"considerable":[58],"debate":[59],"regarding":[60,154],"actual":[62],"effectiveness,":[63],"possible":[64],"biases,":[65],"broader":[67,245],"ethical":[68,152],"consequences.":[69],"This":[70,177],"study":[71,252],"investigates":[72],"functioning":[74],"algorithms,":[78],"particularly":[79],"their":[80],"reliance":[81],"on":[82],"data-driven":[83],"analytical":[84],"methods":[85],"historical":[87,132],"records.":[89],"Existing":[90],"research":[91],"presents":[92],"mixed":[93],"findings:":[94],"while":[95],"certain":[96],"regions":[97],"report":[98],"improvements":[99],"in":[100,119,131,188,271],"control":[102],"operational":[104],"others":[106],"reveal":[107],"concerns":[108],"related":[109],"prediction":[111],"accuracy":[112],"risk":[115],"excessive":[117],"monitoring":[118],"specific":[120],"communities.":[121],"In":[122],"addition,":[123],"systems":[126],"may":[127],"inherit":[128],"biases":[129],"embedded":[130],"data,":[133],"which":[134],"can":[135,199],"reinforce":[136],"existing":[137],"social":[138],"inequalities":[139],"lead":[141],"disproportionate":[143],"surveillance":[144],"marginalized":[146],"populations.":[147],"These":[148],"challenges":[149],"raise":[150],"serious":[151],"questions":[153],"fairness,":[155],"transparency,":[156],"accountability,":[157],"protection":[160],"civil":[162],"liberties.":[163],"Consequently,":[164],"adoption":[166],"AI-based":[168],"technologies":[170,205,270],"requires":[171],"careful":[172],"consideration":[173],"responsible":[175,266],"governance.":[176],"paper":[178],"argues":[179],"for":[180],"balanced":[182],"implementation":[183],"strategy":[184],"that":[185,202,230],"emphasizes":[186],"transparency":[187],"algorithm":[189],"design,":[190],"community":[191],"participation,":[192],"appropriate":[194],"regulatory":[195],"frameworks.":[196],"Such":[197],"measures":[198],"help":[200],"ensure":[201],"are":[206],"deployed":[207],"responsibly":[208],"do":[210],"not":[211],"undermine":[212],"public":[213],"trust.":[214],"Ultimately,":[215],"integration":[217],"into":[221],"enforcement":[223],"must":[224],"be":[225],"approached":[226],"with":[227],"caution,":[228],"ensuring":[229],"it":[231],"supports":[232],"justice":[233],"fairness":[235],"rather":[236],"than":[237],"reinforcing":[238],"bias":[239],"or":[240],"discrimination.":[241],"By":[242],"examining":[243],"impacts":[246],"systems,":[250],"contributes":[253],"ongoing":[256],"discussion":[257],"about":[258],"future":[260],"use":[267],"AI":[269],"society.":[272]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-03T00:00:00"}