{"id":"https://openalex.org/W7128525337","doi":"https://doi.org/10.18420/giljt2026_35","title":"From sensors to solutions: harnessing big data for early intervention in calf health","display_name":"From sensors to solutions: harnessing big data for early intervention in calf health","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7128525337","doi":"https://doi.org/10.18420/giljt2026_35"},"language":"en","primary_location":{"id":"pmh:doi:10.18420/giljt2026_35","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":null,"raw_type":"Text/Conference Paper"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.18420/giljt2026_35","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022459119","display_name":"Muhammad Jawad","orcid":"https://orcid.org/0000-0002-2025-4820"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jawad, Muhammad","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125542220","display_name":"Eric Johannhardt","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Johannhardt, Eric","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094128967","display_name":"Miriam Kemnade","orcid":"https://orcid.org/0009-0008-3507-9878"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kemnade, Miriam","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078924482","display_name":"Marc Boelhauve","orcid":"https://orcid.org/0000-0002-7961-9425"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Boelhauve, Marc","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068460466","display_name":"Marcus Mergenthaler","orcid":"https://orcid.org/0000-0002-7485-2383"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mergenthaler, Marcus","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5085199270","display_name":"Mehmet G\u00fclta\u015f","orcid":"https://orcid.org/0000-0003-3297-3192"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"G\u00fcltas, Mehmet","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5022459119"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26308378,"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/T12322","display_name":"Animal health and immunology","score":0.848800003528595,"subfield":{"id":"https://openalex.org/subfields/3404","display_name":"Small Animals"},"field":{"id":"https://openalex.org/fields/34","display_name":"Veterinary"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12322","display_name":"Animal health and immunology","score":0.848800003528595,"subfield":{"id":"https://openalex.org/subfields/3404","display_name":"Small Animals"},"field":{"id":"https://openalex.org/fields/34","display_name":"Veterinary"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10838","display_name":"Animal Behavior and Welfare Studies","score":0.03590000048279762,"subfield":{"id":"https://openalex.org/subfields/3404","display_name":"Small Animals"},"field":{"id":"https://openalex.org/fields/34","display_name":"Veterinary"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11688","display_name":"Microbial infections and disease research","score":0.023600000888109207,"subfield":{"id":"https://openalex.org/subfields/2404","display_name":"Microbiology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.6804999709129333},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6226999759674072},{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.5414000153541565},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.48660001158714294},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.45559999346733093},{"id":"https://openalex.org/keywords/digital-health","display_name":"Digital health","score":0.4438000023365021},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.41449999809265137},{"id":"https://openalex.org/keywords/health-data","display_name":"Health data","score":0.3993000090122223},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.3871999979019165}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6804999709129333},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6226999759674072},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.5414000153541565},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.48660001158714294},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.45559999346733093},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.4438000023365021},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.41449999809265137},{"id":"https://openalex.org/C3017977704","wikidata":"https://www.wikidata.org/wiki/Q18745135","display_name":"Health data","level":3,"score":0.3993000090122223},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.3871999979019165},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.36320000886917114},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36169999837875366},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.350600004196167},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.32580000162124634},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.32499998807907104},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3222000002861023},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.32120001316070557},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31779998540878296},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C2776361769","wikidata":"https://www.wikidata.org/wiki/Q821775","display_name":"Public health surveillance","level":3,"score":0.29919999837875366},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C2779824711","wikidata":"https://www.wikidata.org/wiki/Q1814351","display_name":"Health intervention","level":3,"score":0.2831000089645386},{"id":"https://openalex.org/C2991862235","wikidata":"https://www.wikidata.org/wiki/Q170201","display_name":"Animal health","level":2,"score":0.28189998865127563},{"id":"https://openalex.org/C2777615720","wikidata":"https://www.wikidata.org/wiki/Q11888847","display_name":"Prioritization","level":2,"score":0.2815999984741211},{"id":"https://openalex.org/C196879817","wikidata":"https://www.wikidata.org/wiki/Q872685","display_name":"Data governance","level":4,"score":0.28130000829696655},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C2780120632","wikidata":"https://www.wikidata.org/wiki/Q7092706","display_name":"One Health","level":3,"score":0.2775999903678894},{"id":"https://openalex.org/C2992755240","wikidata":"https://www.wikidata.org/wiki/Q1519812","display_name":"Health plan","level":3,"score":0.27390000224113464},{"id":"https://openalex.org/C2776354556","wikidata":"https://www.wikidata.org/wiki/Q10910281","display_name":"Health information technology","level":3,"score":0.2687999904155731},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.258899986743927},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.2549000084400177}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.18420/giljt2026_35","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":null,"raw_type":"Text/Conference Paper"},{"id":"doi:10.18420/giljt2026_35","is_oa":true,"landing_page_url":"https://doi.org/10.18420/giljt2026_35","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.18420/giljt2026_35","is_oa":true,"landing_page_url":"https://doi.org/10.18420/giljt2026_35","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.8023862242698669}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Healthy":[0],"calf":[1,52,67],"rearing":[2],"is":[3,82,97],"central":[4],"to":[5,14,76,102],"dairy":[6],"herd":[7,78],"renewal":[8],"but":[9,96],"remains":[10],"economically":[11],"demanding":[12],"due":[13,101],"high":[15],"early-life":[16],"morbidity":[17],"and":[18,43,69],"mortality.":[19],"Although":[20],"an":[21],"increasing":[22],"number":[23],"of":[24],"digital":[25],"sensors":[26],"generate":[27],"vast":[28],"data":[29,45,88],"streams,":[30],"their":[31],"fragmentation":[32],"limits":[33],"real-time":[34,51],"health":[35,53,104],"insights.":[36],"The":[37,80],"InnoKalb":[38],"project":[39],"integrates":[40],"feeding,":[41],"health,":[42],"climate":[44],"into":[46,89],"a":[47,71,83],"unified":[48],"framework":[49,81],"for":[50,65,92],"assessment.":[54],"An":[55],"automated":[56],"R-based":[57],"pipeline":[58],"standardizes":[59],"multi-farm":[60],"datasets,":[61],"applies":[62],"z-score":[63],"standardization":[64],"daily":[66],"ranking,":[68],"uses":[70],"quantile-based":[72],"leave-one-out":[73],"benchmarking":[74],"approach":[75],"compare":[77],"performance.":[79],"prototype":[84],"that":[85],"converts":[86],"complex":[87],"actionable":[90],"insights":[91],"early":[93],"risk":[94],"identification":[95],"not":[98],"yet":[99],"validated":[100],"limited":[103],"outcome":[105],"data.":[106]},"counts_by_year":[],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2026-02-11T00:00:00"}