Michael Le

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Array ( [id] => 20243051 [patent_doc_number] => 12423371 [patent_country] => US [patent_kind] => B2 [patent_issue_date] => 2025-09-23 [patent_title] => Utilizing machine learning models to process low-results web queries and generate web item deficiency predictions and corresponding user interfaces [patent_app_type] => utility [patent_app_number] => 17/661641 [patent_app_country] => US [patent_app_date] => 2022-05-02 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 17 [patent_figures_cnt] => 17 [patent_no_of_words] => 10354 [patent_no_of_claims] => 20 [patent_no_of_ind_claims] => 3 [patent_words_short_claim] => 415 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => patent [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17661641 [rel_patent_id] =>[rel_patent_doc_number] =>)

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