{"meta":{"query_hash":"493266064915","filters":{"venue":"IASTED Conference on Software Engineering and Applications"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/493266064915","api":"https://metacan.xera.ac/api/v1/cohort?venue=IASTED+Conference+on+Software+Engineering+and+Applications"},"results":[{"id":"W34793965","doi":"10.1016/j.cgh.2021.11.008","title":"Personal e-moviemaker design","year":2004,"lang":"en","type":"article","venue":"IASTED Conference on Software Engineering and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Computer science","score_opus":0.048021258126627456,"score_gpt":0.2976268184292316,"score_spread":0.24960556030260417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W34793965","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0055492925,0.0001271191,0.9867619,0.003691851,0.000049083472,0.00045012924,0.000007765885,0.0008483328,0.0025144713],"genre_scores_gemma":[0.96072525,0.00020339001,0.03831025,0.0001126484,0.000053204298,0.00032419752,0.000006538178,0.000009723038,0.00025482543],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99945486,0.000021291817,0.00009331637,0.000154616,0.00011249891,0.00016341497],"domain_scores_gemma":[0.9994963,0.00012890623,0.000028003593,0.0001857522,0.00006393803,0.00009712624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012749218,0.00008134603,0.0000827572,0.00007591783,0.00026558866,0.000040793308,0.00017428388,0.00009722801,0.00006324156],"category_scores_gemma":[0.00014865783,0.00008589748,0.000019034514,0.00020290879,0.00012469548,0.000042904987,0.000022703076,0.00016494072,0.00007283182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027952115,0.00006241375,0.000056732148,0.0000066307994,0.000012767454,6.713299e-7,0.0037734015,0.00064187,0.00021911418,0.93216217,0.00006847048,0.06299299],"study_design_scores_gemma":[0.0033235757,0.00028362745,0.007048402,0.0004172446,0.00008917663,0.000027381371,0.011548438,0.015261464,0.001710955,0.036862746,0.92144513,0.0019818698],"about_ca_topic_score_codex":0.00005492545,"about_ca_topic_score_gemma":0.000025209252,"teacher_disagreement_score":0.95517594,"about_ca_system_score_codex":0.00004006884,"about_ca_system_score_gemma":0.00010407736,"threshold_uncertainty_score":0.35027978},"labels":[],"label_agreement":null},{"id":"W69211128","doi":"","title":"Generic Approach to Internationalization of Websites","year":2004,"lang":"en","type":"article","venue":"IASTED Conference on Software Engineering and Applications","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Acadia University","funders":"","keywords":"Computer science; Internationalization; Software; Architecture; World Wide Web; Software engineering; Software architecture; Database; Programming language","score_opus":0.019818693340325603,"score_gpt":0.23289884819678305,"score_spread":0.21308015485645745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W69211128","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035854615,0.00003832001,0.99567705,0.00005914338,0.000028441216,0.0001776742,0.000021727266,0.00015394471,0.00025824638],"genre_scores_gemma":[0.5020518,0.00001243734,0.4976064,0.000039910967,0.000027997123,0.0001868981,0.000025441655,0.0000063371303,0.000042809956],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999452,0.0000040638533,0.00013774804,0.00021006847,0.00010831166,0.0000878046],"domain_scores_gemma":[0.9995277,0.00002365859,0.000042673993,0.00025186603,0.00009322872,0.00006087393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003823696,0.000084413805,0.00009380112,0.000100419034,0.000041453124,0.000024020612,0.00016678283,0.000024270379,0.0000013633154],"category_scores_gemma":[0.000032435833,0.00008179532,0.000014594102,0.00030444923,0.000014413622,0.0001328176,0.00005985224,0.000043894805,0.000010391762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.4054814e-7,0.0000294205,0.000030254014,0.000023266899,0.0000054216725,1.0662891e-7,0.00019184496,0.061703082,0.001185131,0.93210596,0.000009480627,0.0047154054],"study_design_scores_gemma":[0.0045060157,0.0009970409,0.028347526,0.0020476673,0.000077630066,0.0002117722,0.001306497,0.61178315,0.07213769,0.025064284,0.24929242,0.004228333],"about_ca_topic_score_codex":0.000010508673,"about_ca_topic_score_gemma":7.9942174e-7,"teacher_disagreement_score":0.90704167,"about_ca_system_score_codex":0.000017336508,"about_ca_system_score_gemma":0.000027759925,"threshold_uncertainty_score":0.33355162},"labels":[],"label_agreement":null}]}