Get quick answers to your questions about the article from our AI researcher chatbot
{'id': 'https://openalex.org/W4360608960', 'doi': 'https://doi.org/10.21203/rs.3.rs-2709173/v1', 'title': 'Financial Exploitation in Canada: A Predictive Model using ML and AI', 'display_name': 'Financial Exploitation in Canada: A Predictive Model using ML and AI', 'publication_year': 2023, 'publication_date': '2023-03-23', 'ids': {'openalex': 'https://openalex.org/W4360608960', 'doi': 'https://doi.org/10.21203/rs.3.rs-2709173/v1'}, 'language': 'en', 'primary_location': {'is_oa': True, 'landing_page_url': 'https://doi.org/10.21203/rs.3.rs-2709173/v1', 'pdf_url': 'https://www.researchsquare.com/article/rs-2709173/latest.pdf', 'source': {'id': 'https://openalex.org/S4306402450', 'display_name': 'Research Square (Research Square)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I4210096694', 'host_organization_name': 'Research Square (United States)', 'host_organization_lineage': ['https://openalex.org/I4210096694'], 'host_organization_lineage_names': ['Research Square (United States)'], 'type': 'repository'}, 'license': 'cc-by', 'license_id': 'https://openalex.org/licenses/cc-by', 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}, 'type': 'preprint', 'type_crossref': 'posted-content', 'indexed_in': ['crossref'], 'open_access': {'is_oa': True, 'oa_status': 'green', 'oa_url': 'https://www.researchsquare.com/article/rs-2709173/latest.pdf', 'any_repository_has_fulltext': True}, 'authorships': [{'author_position': 'first', 'author': {'id': 'https://openalex.org/A5060567533', 'display_name': 'Kishinchand Poornima Wasdani', 'orcid': 'https://orcid.org/0000-0002-4119-7079'}, 'institutions': [], 'countries': ['CA'], 'is_corresponding': False, 'raw_author_name': 'Kishinchand Poornima Wasdani', 'raw_affiliation_strings': ['. Senior Consultant, One Analytics PwC, Toronto Canada'], 'affiliations': [{'raw_affiliation_string': '. Senior Consultant, One Analytics PwC, Toronto Canada', 'institution_ids': []}]}, {'author_position': 'last', 'author': {'id': 'https://openalex.org/A5024061075', 'display_name': 'Mark Lokanan', 'orcid': 'https://orcid.org/0000-0002-2099-0115'}, 'institutions': [{'id': 'https://openalex.org/I65595360', 'display_name': 'Royal Roads University', 'ror': 'https://ror.org/05w4ste42', 'country_code': 'CA', 'type': 'education', 'lineage': ['https://openalex.org/I65595360']}], 'countries': ['CA'], 'is_corresponding': False, 'raw_author_name': 'Mark Lokanan', 'raw_affiliation_strings': ['. Associate Professor, Data Science& Machine Learning Royal Roads University, Canada'], 'affiliations': [{'raw_affiliation_string': '. Associate Professor, Data Science& Machine Learning Royal Roads University, Canada', 'institution_ids': ['https://openalex.org/I65595360']}]}], 'institution_assertions': [], 'countries_distinct_count': 1, 'institutions_distinct_count': 1, 'corresponding_author_ids': [], 'corresponding_institution_ids': [], 'apc_list': None, 'apc_paid': None, 'fwci': None, 'has_fulltext': True, 'fulltext_origin': 'pdf', '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': {'min': 0, 'max': 67}, 'biblio': {'volume': None, 'issue': None, 'first_page': None, 'last_page': None}, 'is_retracted': False, 'is_paratext': False, 'primary_topic': {'id': 'https://openalex.org/T12462', 'display_name': 'Elder Abuse and Neglect', 'score': 0.9529, 'subfield': {'id': 'https://openalex.org/subfields/3317', 'display_name': 'Demography'}, 'field': {'id': 'https://openalex.org/fields/33', 'display_name': 'Social Sciences'}, 'domain': {'id': 'https://openalex.org/domains/2', 'display_name': 'Social Sciences'}}, 'topics': [{'id': 'https://openalex.org/T12462', 'display_name': 'Elder Abuse and Neglect', 'score': 0.9529, 'subfield': {'id': 'https://openalex.org/subfields/3317', 'display_name': 'Demography'}, '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/investment', 'display_name': 'Investment', 'score': 0.49874282}], 'concepts': [{'id': 'https://openalex.org/C2908647359', 'wikidata': 'https://www.wikidata.org/wiki/Q2625603', 'display_name': 'Population', 'level': 2, 'score': 0.53348005}, {'id': 'https://openalex.org/C27548731', 'wikidata': 'https://www.wikidata.org/wiki/Q88272', 'display_name': 'Investment (military)', 'level': 3, 'score': 0.49874282}, {'id': 'https://openalex.org/C10138342', 'wikidata': 'https://www.wikidata.org/wiki/Q43015', 'display_name': 'Finance', 'level': 1, 'score': 0.4467283}, {'id': 'https://openalex.org/C162118730', 'wikidata': 'https://www.wikidata.org/wiki/Q1128453', 'display_name': 'Actuarial science', 'level': 1, 'score': 0.39515767}, {'id': 'https://openalex.org/C144133560', 'wikidata': 'https://www.wikidata.org/wiki/Q4830453', 'display_name': 'Business', 'level': 0, 'score': 0.37390018}, {'id': 'https://openalex.org/C17744445', 'wikidata': 'https://www.wikidata.org/wiki/Q36442', 'display_name': 'Political science', 'level': 0, 'score': 0.31765836}, {'id': 'https://openalex.org/C149923435', 'wikidata': 'https://www.wikidata.org/wiki/Q37732', 'display_name': 'Demography', 'level': 1, 'score': 0.1965917}, {'id': 'https://openalex.org/C144024400', 'wikidata': 'https://www.wikidata.org/wiki/Q21201', 'display_name': 'Sociology', 'level': 0, 'score': 0.17651507}, {'id': 'https://openalex.org/C199539241', 'wikidata': 'https://www.wikidata.org/wiki/Q7748', 'display_name': 'Law', 'level': 1, 'score': 0.113776356}, {'id': 'https://openalex.org/C94625758', 'wikidata': 'https://www.wikidata.org/wiki/Q7163', 'display_name': 'Politics', 'level': 2, 'score': 0.0}], 'mesh': [], 'locations_count': 1, 'locations': [{'is_oa': True, 'landing_page_url': 'https://doi.org/10.21203/rs.3.rs-2709173/v1', 'pdf_url': 'https://www.researchsquare.com/article/rs-2709173/latest.pdf', 'source': {'id': 'https://openalex.org/S4306402450', 'display_name': 'Research Square (Research Square)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I4210096694', 'host_organization_name': 'Research Square (United States)', 'host_organization_lineage': ['https://openalex.org/I4210096694'], 'host_organization_lineage_names': ['Research Square (United States)'], 'type': 'repository'}, 'license': 'cc-by', 'license_id': 'https://openalex.org/licenses/cc-by', 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}], 'best_oa_location': {'is_oa': True, 'landing_page_url': 'https://doi.org/10.21203/rs.3.rs-2709173/v1', 'pdf_url': 'https://www.researchsquare.com/article/rs-2709173/latest.pdf', 'source': {'id': 'https://openalex.org/S4306402450', 'display_name': 'Research Square (Research Square)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I4210096694', 'host_organization_name': 'Research Square (United States)', 'host_organization_lineage': ['https://openalex.org/I4210096694'], 'host_organization_lineage_names': ['Research Square (United States)'], 'type': 'repository'}, 'license': 'cc-by', 'license_id': 'https://openalex.org/licenses/cc-by', 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}, 'sustainable_development_goals': [], 'grants': [], 'datasets': [], 'versions': [], 'referenced_works_count': 67, 'referenced_works': ['https://openalex.org/W1160984008', 'https://openalex.org/W129676869', 'https://openalex.org/W1459043770', 'https://openalex.org/W1966317670', 'https://openalex.org/W1967505153', 'https://openalex.org/W1974065322', 'https://openalex.org/W1980331125', 'https://openalex.org/W1989523299', 'https://openalex.org/W1990458794', 'https://openalex.org/W1993320063', 'https://openalex.org/W2000571841', 'https://openalex.org/W2011038272', 'https://openalex.org/W2024309127', 'https://openalex.org/W2049865376', 'https://openalex.org/W2050777795', 'https://openalex.org/W2054083226', 'https://openalex.org/W2086811594', 'https://openalex.org/W2087980553', 'https://openalex.org/W2092320620', 'https://openalex.org/W2094016720', 'https://openalex.org/W2151623273', 'https://openalex.org/W2153272209', 'https://openalex.org/W2155243778', 'https://openalex.org/W2158773960', 'https://openalex.org/W2160983926', 'https://openalex.org/W2171797890', 'https://openalex.org/W2256854181', 'https://openalex.org/W2275933123', 'https://openalex.org/W2277707076', 'https://openalex.org/W2333671047', 'https://openalex.org/W2508932077', 'https://openalex.org/W2580587764', 'https://openalex.org/W2592878068', 'https://openalex.org/W2602102616', 'https://openalex.org/W2606867274', 'https://openalex.org/W2613735212', 'https://openalex.org/W2753831310', 'https://openalex.org/W2755803749', 'https://openalex.org/W2762586369', 'https://openalex.org/W2762793634', 'https://openalex.org/W2789033711', 'https://openalex.org/W2794525602', 'https://openalex.org/W2804362901', 'https://openalex.org/W2883725094', 'https://openalex.org/W2897310223', 'https://openalex.org/W2907033351', 'https://openalex.org/W2940734441', 'https://openalex.org/W2955622632', 'https://openalex.org/W2990580840', 'https://openalex.org/W2997604048', 'https://openalex.org/W3013160568', 'https://openalex.org/W3028901943', 'https://openalex.org/W3035999516', 'https://openalex.org/W3047850462', 'https://openalex.org/W3094380321', 'https://openalex.org/W3095711716', 'https://openalex.org/W3113576314', 'https://openalex.org/W3122037114', 'https://openalex.org/W3133678304', 'https://openalex.org/W3135211586', 'https://openalex.org/W3178306627', 'https://openalex.org/W4210759718', 'https://openalex.org/W4249855545', 'https://openalex.org/W4252581817', 'https://openalex.org/W4256090353', 'https://openalex.org/W45065901', 'https://openalex.org/W629372031'], 'related_works': ['https://openalex.org/W4295268602', 'https://openalex.org/W4281699453', 'https://openalex.org/W2765153054', 'https://openalex.org/W2389722219', 'https://openalex.org/W2388465389', 'https://openalex.org/W2381327610', 'https://openalex.org/W2369516547', 'https://openalex.org/W2365011578', 'https://openalex.org/W2280484181', 'https://openalex.org/W1607697957'], 'abstract_inverted_index': {'Abstract': [0], 'The': [1, 145, 170], 'story': [2], 'of': [3, 8, 65, 73, 83, 90, 98, 104, 119, 125, 147, 153, 163, 168, 201, 212, 281, 286, 293], 'financial': [4, 36, 75, 137, 188, 213, 243, 275], 'victimization': [5], 'and': [6, 12, 26, 50, 122, 141, 156, 165, 176, 218, 245, 265, 274], 'abuse': [7, 76], 'the': [9, 66, 84, 96, 102, 120, 129, 161, 166, 193, 196, 208, 234, 253, 262, 268, 279, 283, 291, 294], 'elderly,': [10], 'women,': [11], 'migrants': [13], 'is': [14, 225, 250], 'not': [15, 88, 232], 'new': [16], 'to': [17, 150, 179, 227, 239, 272, 296], 'Canada.': [18, 126, 191], 'However,': [19], 'its': [20], 'implications': [21], 'were': [22, 38, 71, 79, 87], 'given': [23], 'serious': [24], 'legal': [25], 'social': [27], 'consideration': [28], 'only': [29, 63], 'a': [30, 132, 151, 181, 203, 258], 'decade': [31], 'back': [32], 'when': [33], 'reports': [34], 'on': [35, 95, 207], 'exploitation': [37, 189, 214], 'published': [39], 'by': [40, 101, 110], 'Vancity': [41], 'Credit': [42], 'Union': [43], 'as': [44, 51], '“The': [45], 'Invisible': [46], 'Crime”': [47], 'in': [48, 53, 55, 69, 106, 190, 215, 230, 288], '2014': [49], '“Suffering': [52], 'Silence”': [54], '2017.': [56], 'These': [57], 'research': [58], 'studies': [59, 255], 'pointed': [60, 149], 'out': [61], 'that': [62, 86, 109, 134, 159, 185, 256], '3%': [64], 'elderly': [67, 121], 'population': [68, 85, 124], 'Canada': [70, 231, 289], 'aware': [72, 89], 'their': [74], 'but': [77], 'there': [78], 'at': [80, 116], 'least': [81, 117], '36%': [82], 'being': [91], 'defrauded.': [92], 'National': [93], 'Survey': [94], 'Mistreatment': [97], 'Older': [99], 'Canadians': [100], 'University': [103], 'Toronto': [105], '2015': [107], 'estimated': [108], '2030,': [111], 'this': [112, 237], 'crime': [113], 'would': [114], 'target': [115], '70%': [118], 'vulnerable': [123, 284], 'Hence': [127], 'was': [128, 142, 222], 'need': [130], 'for': [131, 277], 'model': [133, 184, 205, 270, 295], 'could': [135, 186], 'predict': [136, 187], 'fraud,': [138], 'prevent': [139], 'victimization,': [140], 'practice': [143], 'friendly.': [144], 'review': [146], 'literature': [148], 'mix': [152], 'personal,': [154], 'interpersonal,': [155], 'institutional': [157], 'factors': [158], 'increased': [160], 'attractiveness': [162], 'victims': [164], 'capacity': [167], 'offenders.': [169], 'present': [171], 'study': [172, 238, 249], 'uses': [173], 'machine': [174], 'learning': [175], 'neural': [177], 'networks': [178], 'develop': [180], 'logistic': [182], 'regression': [183], 'Using': [192], 'data': [194], 'from': [195, 236], 'Investment': [197], 'Industry': [198], 'Regulatory': [199], 'Organization': [200], 'Canada,': [202], 'predictive': [204], 'based': [206], 'three': [209], 'highest': [210], 'predictors': [211], 'Canada-age,': [216], 'income,': [217], 'total': [219], 'net': [220], 'worth': [221], 'developed.': [223], 'It': [224], 'difficult': [226], 'imagine': [228], 'regulators': [229], 'using': [233], 'findings': [235], 'inform': [240], 'policies': [241], 'regarding': [242], 'regulation': [244], "victims'": [246], 'protection.': [247], 'This': [248], 'also': [251], 'among': [252], 'few': [254], 'make': [257], 'deep': [259], 'dive': [260], 'into': [261], 'Canadian': [263], 'context': [264], 'people': [266], 'making': [267], 'prediction': [269], 'available': [271], 'policyholders': [273], 'institutions': [276], 'thwarting': [278], 'attempts': [280], 'defrauding': [282], 'sections': [285], 'society': [287], 'notwithstanding': [290], 'extension': [292], 'other': [297], 'economies.': [298]}, 'cited_by_api_url': 'https://api.openalex.org/works?filter=cites:W4360608960', 'counts_by_year': [], 'updated_date': '2025-01-07T07:43:44.941341', 'created_date': '2023-03-24'}