{"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":"cce35ad8599f","filters":{"venue":"2018 World Engineering Education Forum - Global Engineering Deans Council (WEEF-GEDC)"}},"results":[{"id":"W2914481988","doi":"10.1109/weef-gedc.2018.8629726","title":"WHY Lab: Discovering Engineering","year":2018,"lang":"en","type":"article","venue":"2018 World Engineering Education Forum - Global Engineering Deans Council (WEEF-GEDC)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Quanser (Canada)","funders":"","keywords":"Heuristics; Engineering education; The Internet; Computer science; Engineering design process; Focus (optics); Mathematics education; Engineering ethics; Engineering; Engineering management; Mathematics; World Wide Web; Mechanical engineering","authors":[{"name":"Eric Hamke","is_ca":false},{"name":"Arman Molki","is_ca":true},{"name":"Ramiro Jordán","is_ca":false},{"name":"Tom Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00938952462736934,"gpt":0.2118686259010054,"spread":0.2024791012736361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007626131,0.001313976,0.0006505433,0.00411054,0.003206148,0.01287803,0.002787839,0.003718515,0.05591784],"category_scores_gemma":[0.02666039,0.0008770082,0.001368121,0.002504284,0.009748314,0.02029343,0.007055553,0.004862355,0.02310015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001671323,"about_ca_system_score_gemma":0.004280616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252776,"about_ca_topic_score_gemma":0.001360528,"domain_scores_codex":[0.9937256,0.003338173,0.0002610951,0.0009810843,0.001400432,0.0002936535],"domain_scores_gemma":[0.9827347,0.009770207,0.0007805908,0.003613876,0.00176504,0.001335616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001163901,0.0001645293,0.002164129,0.001071292,0.00004989357,0.0003785499,0.005709178,0.00098733,0.001743361,0.4211441,0.2689185,0.2975528],"study_design_scores_gemma":[0.00003265644,0.00004246807,0.0005645511,0.0006003229,0.00001732337,0.0004380814,0.001814753,0.00129185,0.001467533,0.2412493,0.7524343,0.00004684801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008112201,0.01046652,0.5747011,0.08776453,0.005605353,0.0005766659,0.002983017,0.0202013,0.2895893],"genre_scores_gemma":[0.155791,0.01398462,0.6577094,0.02105639,0.004560948,0.001515705,0.004757953,0.009813287,0.1308108],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05591784,"threshold_uncertainty_score":0.1870638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2911594032","doi":"10.1109/weef-gedc.2018.8629758","title":"What Engineering Admissions Can Learn from Medical School Admissions","year":2018,"lang":"en","type":"article","venue":"2018 World Engineering Education Forum - Global Engineering Deans Council (WEEF-GEDC)","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Cognition; Diversity (politics); Process (computing); Medical education; Cultural diversity; Medical school; Cognitive skill; Psychology; Medical ethics; Medicine; Computer science; Political science; Psychiatry","authors":[{"name":"Harold Reiter","is_ca":true},{"name":"Yona Baskharoun","is_ca":false},{"name":"Kelly Dore","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02210087307199139,"gpt":0.2791190136054275,"spread":0.2570181405334361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01094936,0.0005680221,0.001024919,0.005567216,0.005522515,0.01763886,0.002544986,0.004654622,0.02517903],"category_scores_gemma":[0.1732292,0.0005485161,0.001429964,0.005804708,0.004584034,0.01794605,0.01132534,0.005553998,0.005251879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004906092,"about_ca_system_score_gemma":0.008938255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005132711,"about_ca_topic_score_gemma":0.01937068,"domain_scores_codex":[0.9769408,0.01168409,0.001899345,0.0007063914,0.006558287,0.002211178],"domain_scores_gemma":[0.9063874,0.03581405,0.01159557,0.004950018,0.0142746,0.02697843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002521488,0.001062049,0.1181203,0.001924781,0.0001099459,0.003750394,0.02360092,0.0005046164,0.0001652699,0.01942176,0.1734367,0.6576511],"study_design_scores_gemma":[0.0001483223,0.0009475898,0.2902786,0.01382577,0.0001761883,0.008598049,0.1455937,0.001111947,0.0009057396,0.1530883,0.3848397,0.0004861191],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1526646,0.02760125,0.003317904,0.685938,0.01153482,0.000218978,0.0009869883,0.0003364521,0.117401],"genre_scores_gemma":[0.8458912,0.04190736,0.003678648,0.05024708,0.03271782,0.0001961859,0.001264296,0.000256004,0.02384135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02517903,"threshold_uncertainty_score":0.08423227,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}