{"id":"https://openalex.org/W7140321915","doi":"https://doi.org/10.48550/arxiv.2603.22588","title":"Practitioner Voices Summit: How Teachers Evaluate AI Tools through Deliberative Sensemaking","display_name":"Practitioner Voices Summit: How Teachers Evaluate AI Tools through Deliberative Sensemaking","publication_year":2026,"publication_date":"2026-03-23","ids":{"openalex":"https://openalex.org/W7140321915","doi":"https://doi.org/10.48550/arxiv.2603.22588"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.22588","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.22588","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.22588","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052171928","display_name":"Dorottya Demszky","orcid":"https://orcid.org/0000-0002-6759-9367"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Demszky, Dorottya","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104577047","display_name":"Christopher Mah","orcid":"https://orcid.org/0009-0004-6805-6876"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mah, Christopher","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5042425900","display_name":"Helen Higgins","orcid":"https://orcid.org/0000-0002-7095-4542"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Higgins, Helen","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":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T10130","display_name":"Mathematics Education and Teaching Techniques","score":0.2883000075817108,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T10130","display_name":"Mathematics Education and Teaching Techniques","score":0.2883000075817108,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T10533","display_name":"Teaching and Learning Programming","score":0.13670000433921814,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.11429999768733978,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/rubric","display_name":"Rubric","score":0.7440999746322632},{"id":"https://openalex.org/keywords/sensemaking","display_name":"Sensemaking","score":0.6877999901771545},{"id":"https://openalex.org/keywords/agency","display_name":"Agency (philosophy)","score":0.51419997215271},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4426000118255615},{"id":"https://openalex.org/keywords/constructive","display_name":"Constructive","score":0.4296000003814697},{"id":"https://openalex.org/keywords/summit","display_name":"Summit","score":0.4083000123500824},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.3944999873638153},{"id":"https://openalex.org/keywords/professional-development","display_name":"Professional development","score":0.39340001344680786},{"id":"https://openalex.org/keywords/coaching","display_name":"Coaching","score":0.38440001010894775}],"concepts":[{"id":"https://openalex.org/C111640148","wikidata":"https://www.wikidata.org/wiki/Q847349","display_name":"Rubric","level":2,"score":0.7440999746322632},{"id":"https://openalex.org/C2780554381","wikidata":"https://www.wikidata.org/wiki/Q2063340","display_name":"Sensemaking","level":2,"score":0.6877999901771545},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.51419997215271},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.4837999939918518},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4426000118255615},{"id":"https://openalex.org/C2778701210","wikidata":"https://www.wikidata.org/wiki/Q28130034","display_name":"Constructive","level":3,"score":0.4296000003814697},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.428600013256073},{"id":"https://openalex.org/C2778848561","wikidata":"https://www.wikidata.org/wiki/Q207326","display_name":"Summit","level":2,"score":0.4083000123500824},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.3944999873638153},{"id":"https://openalex.org/C51067260","wikidata":"https://www.wikidata.org/wiki/Q828812","display_name":"Professional development","level":2,"score":0.39340001344680786},{"id":"https://openalex.org/C2779363792","wikidata":"https://www.wikidata.org/wiki/Q1104185","display_name":"Coaching","level":2,"score":0.38440001010894775},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.3691999912261963},{"id":"https://openalex.org/C184827183","wikidata":"https://www.wikidata.org/wiki/Q7248082","display_name":"Professional learning community","level":3,"score":0.3463999927043915},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.3402000069618225},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3393000066280365},{"id":"https://openalex.org/C13200473","wikidata":"https://www.wikidata.org/wiki/Q2747831","display_name":"Reflexivity","level":2,"score":0.3199999928474426},{"id":"https://openalex.org/C92936396","wikidata":"https://www.wikidata.org/wiki/Q1135710","display_name":"Social constructivism","level":2,"score":0.3151000142097473},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.3138999938964844},{"id":"https://openalex.org/C118147538","wikidata":"https://www.wikidata.org/wiki/Q1126970","display_name":"Metacognition","level":3,"score":0.31139999628067017},{"id":"https://openalex.org/C187029079","wikidata":"https://www.wikidata.org/wiki/Q958679","display_name":"Cognitive reframing","level":2,"score":0.30959999561309814},{"id":"https://openalex.org/C2780805685","wikidata":"https://www.wikidata.org/wiki/Q1374230","display_name":"Teacher education","level":2,"score":0.2971999943256378},{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.2815000116825104},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.2750000059604645},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.26030001044273376},{"id":"https://openalex.org/C141633740","wikidata":"https://www.wikidata.org/wiki/Q7450996","display_name":"Sense of agency","level":2,"score":0.2572999894618988},{"id":"https://openalex.org/C78821406","wikidata":"https://www.wikidata.org/wiki/Q391810","display_name":"Think aloud protocol","level":3,"score":0.2522999942302704},{"id":"https://openalex.org/C132413290","wikidata":"https://www.wikidata.org/wiki/Q7307322","display_name":"Reflective practice","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.22588","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.22588","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.22588","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.22588","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"score":0.5337457656860352,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Teachers":[0,89],"face":[1],"growing":[2],"pressure":[3],"to":[4,26,71,227],"integrate":[5],"AI":[6,28,41,64,110,134],"tools":[7],"into":[8],"their":[9],"classrooms,":[10],"yet":[11],"are":[12],"rarely":[13],"positioned":[14],"as":[15,135],"agentic":[16],"decision-makers":[17],"in":[18,52,182],"this":[19,45],"process.":[20],"Understanding":[21],"the":[22,31,113,130,195],"criteria":[23,93,199],"teachers":[24],"use":[25],"evaluate":[27],"tools,":[29],"and":[30,104,112,129,150,160,172,179,220,224],"conditions":[32],"that":[33,107],"support":[34,72],"such":[35],"reasoning,":[36],"is":[37],"essential":[38],"for":[39,62,143,162,208],"responsible":[40],"integration.":[42],"We":[43,205],"address":[44],"gap":[46],"through":[47,168],"a":[48,75,140,183],"two-day":[49],"national":[50],"summit":[51,68,151],"which":[53],"61":[54],"U.S.":[55],"K-12":[56],"mathematics":[57],"educators":[58,219],"developed":[59],"personal":[60],"rubrics":[61],"evaluating":[63],"classroom":[65],"tools.":[66,204],"The":[67],"was":[69],"designed":[70],"deliberative":[73,87,157],"sensemaking,":[74,165],"process":[76,114],"we":[77],"conceptualize":[78],"by":[79],"integrating":[80],"Technological":[81],"Pedagogical":[82],"Content":[83],"Knowledge":[84],"(TPACK)":[85],"with":[86],"agency.":[88],"generated":[90],"over":[91],"200":[92],"-":[94,106,187],"initial":[95],"articulations":[96],"spanning":[97],"four":[98],"higher-order":[99],"themes":[100],"(Practical,":[101],"Equitable,":[102],"Flexible,":[103],"Rigorous)":[105],"addressed":[108],"both":[109],"outputs":[111],"of":[115,147,197,203],"using":[116],"AI.":[117],"Criteria":[118],"contained":[119],"productive":[120],"tensions":[121],"(e.g.,":[122],"personalization":[123],"versus":[124,127],"fairness,":[125],"adaptability":[126],"efficiency),":[128],"vast":[131],"majority":[132],"framed":[133],"an":[136],"assistant":[137],"rather":[138],"than":[139],"coaching":[141],"tool":[142],"professional":[144,221],"learning.":[145],"Analysis":[146],"surveys,":[148],"interviews,":[149],"discussions":[152],"revealed":[153],"five":[154],"mechanisms":[155],"supporting":[156],"sensemaking:":[158],"time":[159],"space":[161],"deliberation,":[163],"artifact-centered":[164],"collaborative":[166],"reflection":[167],"diverse":[169],"viewpoints,":[170],"knowledge-building,":[171],"psychological":[173],"safety.":[174],"Across":[175],"these":[176],"mechanisms,":[177],"TPACK":[178],"agency":[180],"operated":[181],"mutually":[184],"reinforcing":[185],"cycle":[186],"knowledge-building":[188],"enabled":[189],"more":[190],"grounded":[191],"evaluative":[192,230],"judgment,":[193],"while":[194],"act":[196],"constructing":[198],"deepened":[200],"teachers'":[201,229],"understanding":[202],"discuss":[206],"implications":[207],"edtech":[209],"developers":[210],"seeking":[211],"practitioner":[212],"input,":[213],"school":[214],"leaders":[215],"making":[216],"adoption":[217],"decisions,":[218],"learning":[222],"designers,":[223],"researchers":[225],"working":[226],"elicit":[228],"reasoning":[231],"about":[232],"rapidly":[233],"evolving":[234],"technologies.":[235]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-03-26T00:00:00"}
