{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"c783aa5e96f6","filters":{"venue":"INTERNATIONAL JOURNAL OF RESEARCH IN EDUCATION METHODOLOGY"}},"results":[{"id":"W1894241367","doi":"10.24297/ijrem.v6i3.3868","title":"INNOVATIVE METHOD FOR GRADUATE ATTRIBUTE ASSESSMENT IN LARGE CLASSES","year":2015,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF RESEARCH IN EDUCATION METHODOLOGY","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Class (philosophy); Computer science; Task (project management); Sample (material); Sampling (signal processing); Graduate students; Machine learning; Artificial intelligence; Data mining; Data science; Engineering; Psychology; Systems engineering","authors":[{"name":"Said M. Easa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4147290318636224,"gpt":0.5831266823812347,"spread":0.1683976505176122,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01759174,0.001225202,0.0009480548,0.00593234,0.001174027,0.002688185,0.00200041,0.001245924,0.01175151],"category_scores_gemma":[0.06457138,0.0005807553,0.001102901,0.004568312,0.001060749,0.001996992,0.002973115,0.002152678,0.003072846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000959277,"about_ca_system_score_gemma":0.002531216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009317909,"about_ca_topic_score_gemma":0.001317132,"domain_scores_codex":[0.9785242,0.009633837,0.002081727,0.002614316,0.006768682,0.0003772962],"domain_scores_gemma":[0.9515707,0.02677206,0.002777875,0.004587386,0.01359345,0.0006985529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004610471,0.0004527551,0.01315149,0.0005218601,0.0001185306,0.0001259898,0.00274462,0.004827861,0.01430333,0.02219993,0.005226441,0.9358661],"study_design_scores_gemma":[0.0009122417,0.004062859,0.09897431,0.0008940984,0.0003899403,0.002561667,0.006841572,0.4588499,0.0646398,0.1606107,0.2004827,0.000780218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01103142,0.00003635744,0.9826964,0.00007917608,0.00007328634,0.001546821,0.0002693049,0.001159583,0.003107611],"genre_scores_gemma":[0.03461862,0.00003091874,0.9603192,0.00003652511,0.00002827914,0.002698508,0.000286164,0.0001180622,0.00186361],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01759174,"threshold_uncertainty_score":0.09303504,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2614721344","doi":"10.24297/ijrem.v8i1.6070","title":"Calculating the Productivity and Efficiency of an Educational Product: Transposition of Mario Godard’s Method","year":2017,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF RESEARCH IN EDUCATION METHODOLOGY","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Polytechnique Montréal; Université du Québec en Outaouais","funders":"","keywords":"Productivity; Humanities; Valuation (finance); Mathematics; Welfare economics; Philosophy; Economics; Accounting","authors":[{"name":"Judith Beaulieu","is_ca":true},{"name":"Mario Godard","is_ca":true},{"name":"François Bowen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1925424600257122,"gpt":0.5413354462649476,"spread":0.3487929862392354,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008524531,0.001674367,0.001307134,0.006656109,0.001171706,0.005758256,0.002686126,0.001471572,0.008086877],"category_scores_gemma":[0.04074043,0.001175378,0.002690679,0.004633396,0.002858391,0.004367457,0.00326504,0.002379608,0.003329786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003772954,"about_ca_system_score_gemma":0.004464193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007810551,"about_ca_topic_score_gemma":0.004926244,"domain_scores_codex":[0.9863299,0.004697537,0.0008120034,0.002005474,0.005649498,0.0005056798],"domain_scores_gemma":[0.9758169,0.01345452,0.001710006,0.004551271,0.004117116,0.0003501524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002480849,0.0001986537,0.01485559,0.001028701,0.0002791047,0.0002341159,0.001649393,0.02944972,0.004185479,0.2654271,0.009266372,0.6731777],"study_design_scores_gemma":[0.0001258116,0.0005706372,0.02245928,0.0008751748,0.0003655854,0.001158373,0.001128773,0.4197336,0.01891308,0.3633457,0.1709556,0.000368401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01136976,0.00142549,0.9625072,0.0008086491,0.0003337054,0.0003386803,0.0002233135,0.0008390745,0.02215412],"genre_scores_gemma":[0.1164793,0.0011083,0.8682519,0.0001868885,0.0001218346,0.0006523475,0.0002581291,0.0005617173,0.01237958],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008524531,"threshold_uncertainty_score":0.04508263,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}