{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"aa005373cdcc","filters":{"venue":"Impacting Education Journal on Transforming Professional Practice"}},"results":[{"id":"W4386465801","doi":"10.5195/ie.2023.333","title":"Pilot Testing as a Strategy to Develop Interview and Questionnaire Skills for Scholar Practitioners","year":2023,"lang":"en","type":"article","venue":"Impacting Education Journal on Transforming Professional Practice","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Medical education; Data collection; Psychology; Asynchronous communication; Reliability (semiconductor); Process (computing); Computer science; Applied psychology; Medicine; Sociology","authors":[{"name":"Ruth Tate","is_ca":true},{"name":"Fatima Beauregard","is_ca":true},{"name":"Cristina Peter","is_ca":true},{"name":"Laura Marotta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1690277997573133,"gpt":0.5073232071805605,"spread":0.3382954074232472,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2632978,0.001591214,0.0008767157,0.003387062,0.004087938,0.004076035,0.003236603,0.001835651,0.007978739],"category_scores_gemma":[0.3765481,0.001504447,0.0009715738,0.001877532,0.004536857,0.005124123,0.006391763,0.00537566,0.00491527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002247417,"about_ca_system_score_gemma":0.01065547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311283,"about_ca_topic_score_gemma":0.003477267,"domain_scores_codex":[0.754252,0.2142408,0.008355227,0.004059107,0.01643507,0.002657767],"domain_scores_gemma":[0.5199459,0.3628588,0.009249023,0.04994337,0.05449028,0.003512707],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004259903,0.002258074,0.008395474,0.002125971,0.00008647815,0.001162283,0.2248447,0.001180086,0.02699616,0.01689414,0.02820575,0.6874248],"study_design_scores_gemma":[0.0009892043,0.01246555,0.01495793,0.006138394,0.0002260738,0.002804006,0.2430521,0.01293547,0.06051586,0.06822119,0.5772485,0.0004458187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07811321,0.000409739,0.8390603,0.007111649,0.001266671,0.04998737,0.0003078039,0.001887217,0.02185614],"genre_scores_gemma":[0.1015196,0.0003853848,0.8352658,0.003632672,0.0002840695,0.05412029,0.0001808227,0.0005413494,0.004069902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7367022,"threshold_uncertainty_score":0.908485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386465760","doi":"10.5195/ie.2023.323","title":"Reinventing EdD Research Methods Courses","year":2023,"lang":"en","type":"article","venue":"Impacting Education Journal on Transforming Professional Practice","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Transformative learning; Context (archaeology); Pedagogy; Constructivist teaching methods; Identity (music); Reflective practice; Psychology; Social constructivism; Reflection (computer programming); Sociology; Mathematics education; Teaching method; Computer science","authors":[{"name":"Karen Acton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1780048970684504,"gpt":0.6184502673994843,"spread":0.4404453703310338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09118953,0.0009666521,0.0008626452,0.004353823,0.002553564,0.01089529,0.006190373,0.004483376,0.01419109],"category_scores_gemma":[0.09840371,0.001140736,0.001263843,0.001512007,0.006102763,0.01072857,0.01670155,0.01181545,0.007632615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008715214,"about_ca_system_score_gemma":0.02037312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009896052,"about_ca_topic_score_gemma":0.00194971,"domain_scores_codex":[0.9600152,0.02058407,0.003032963,0.003389425,0.0109601,0.002018309],"domain_scores_gemma":[0.7965993,0.1004406,0.009067725,0.03697834,0.03063581,0.02627821],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001455648,0.001800334,0.002293464,0.001050253,0.00001481119,0.0003565696,0.01491258,0.001011403,0.006174603,0.07296577,0.03729868,0.8619759],"study_design_scores_gemma":[0.0001192318,0.000628559,0.003152673,0.002036511,0.00001513252,0.0009628817,0.005251121,0.002710508,0.00529165,0.06865572,0.9110825,0.00009346951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05288853,0.006194178,0.6225801,0.1776584,0.0133938,0.005822743,0.000399372,0.005150119,0.1159128],"genre_scores_gemma":[0.1271717,0.004028915,0.736902,0.02966208,0.004063199,0.003582138,0.0003825358,0.001256525,0.09295082],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9088105,"threshold_uncertainty_score":0.4822621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790155098","doi":"10.5195/ie.2018.79","title":"Adapted from the October 2017 Convening Opening Address: CPED Beyond 10 Years","year":2018,"lang":"en","type":"article","venue":"Impacting Education Journal on Transforming Professional Practice","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"California State University, East Bay; San José State University","keywords":"Political science","authors":[{"name":"Jill Alexa Perry","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03885825904965846,"gpt":0.4583489264970055,"spread":0.4194906674473471,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005110802,0.0009422317,0.0007859542,0.001251214,0.004782525,0.007145323,0.002242649,0.01069375,0.2816363],"category_scores_gemma":[0.03051607,0.0008151535,0.001181609,0.001291097,0.001577398,0.006676485,0.006071922,0.01667676,0.1655395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003920175,"about_ca_system_score_gemma":0.008014374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01491836,"about_ca_topic_score_gemma":0.04015498,"domain_scores_codex":[0.9931526,0.001040938,0.0005334404,0.0006746648,0.002949974,0.001648281],"domain_scores_gemma":[0.9746442,0.004674267,0.0007868546,0.001000719,0.01266198,0.006231895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001284754,0.00001382447,0.0000232379,0.00003217134,6.137025e-7,0.0000368816,0.00006715367,0.00001299226,0.00005909185,0.0006854902,0.9955841,0.003471688],"study_design_scores_gemma":[0.00001531894,0.00001436811,0.0005117174,0.00009551955,8.555836e-7,0.00003532795,0.0002570976,0.00001442029,0.00005118799,0.0004669882,0.9985222,0.00001498361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001417913,0.001750077,0.005123439,0.2167267,0.3164185,0.001837566,0.006416266,0.002413367,0.4478962],"genre_scores_gemma":[0.006746505,0.001312036,0.003446944,0.1065434,0.02920471,0.001511511,0.002068921,0.001206726,0.8479592],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2816363,"threshold_uncertainty_score":0.9421673,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412832017","doi":"10.5195/ie.2025.508","title":"Dossier Style Dissertations","year":2025,"lang":"en","type":"article","venue":"Impacting Education Journal on Transforming Professional Practice","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Clair College","funders":"","keywords":"Style (visual arts); Art; Literature","authors":[{"name":"Ranjini Mahinda JohnBull","is_ca":false},{"name":"Camille Bryant","is_ca":false},{"name":"Emily Robbibaro","is_ca":true},{"name":"Maria Vasquez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02531156899908366,"gpt":0.4970383632956171,"spread":0.4717267942965334,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01481601,0.000764379,0.001006414,0.003725607,0.003124857,0.009498221,0.001634827,0.002175561,0.1833367],"category_scores_gemma":[0.1160943,0.0004378035,0.0008898303,0.003869032,0.002329454,0.003575026,0.005235962,0.005309885,0.07791624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004644764,"about_ca_system_score_gemma":0.005810066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004195507,"about_ca_topic_score_gemma":0.0006397975,"domain_scores_codex":[0.9859789,0.004058396,0.001605208,0.001119729,0.006709545,0.0005281685],"domain_scores_gemma":[0.9267053,0.02203161,0.004939968,0.01053048,0.02844801,0.007344543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001280591,0.00009592254,0.0002992172,0.0005578359,0.00001819859,0.000228206,0.001629831,0.000218279,0.001644456,0.04460631,0.8606646,0.08990923],"study_design_scores_gemma":[0.00001639861,0.00004344231,0.0002259511,0.0001981545,0.000002272639,0.0001643564,0.0004109896,0.00008836414,0.0002527604,0.006003028,0.9925826,0.00001172445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01275544,0.01071036,0.04763281,0.1089893,0.211922,0.005901245,0.01411899,0.004121246,0.5838486],"genre_scores_gemma":[0.05616011,0.008080848,0.03729165,0.02357811,0.03835755,0.004751656,0.006483005,0.002946676,0.8223504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1833367,"threshold_uncertainty_score":0.6133223,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}