{"meta":{"query_hash":"574e60ee58d1","filters":{"venue":"Proceedings - Australian Software Engineering Conference/Proceedings"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/574e60ee58d1","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+-+Australian+Software+Engineering+Conference%2FProceedings"},"results":[{"id":"W2103627184","doi":"10.1109/aswec.2008.4483221","title":"An Extended Concurrency Control Service for CORBA","year":2008,"lang":"en","type":"article","venue":"Proceedings - Australian Software Engineering Conference/Proceedings","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Concurrency control; Distributed computing; Atomicity; Deadlock; Common Object Request Broker Architecture; Distributed transaction; Scalability; Transaction processing; Fault tolerance; Concurrency; Optimistic concurrency control; Serializability; Distributed concurrency control; Multiversion concurrency control; Concurrent computing; Database transaction; Operating system; Database","score_opus":0.02513879651983089,"score_gpt":0.24545504703295756,"score_spread":0.22031625051312667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103627184","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41771787,0.00016017078,0.5699057,0.0014049745,0.0019317245,0.0025636286,0.00034600077,0.0052645835,0.00070533686],"genre_scores_gemma":[0.95646447,0.000016900512,0.0415519,0.00027767985,0.0005165211,0.0005172275,0.000037242724,0.00009254342,0.0005255431],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99522984,0.0000035290502,0.0009692575,0.0015364776,0.00076213176,0.0014987598],"domain_scores_gemma":[0.9954666,0.00007610384,0.00046461285,0.00031902944,0.002874162,0.0007995255],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005064437,0.0008883725,0.00095485494,0.00033088925,0.0005013777,0.001011536,0.0024366179,0.00044241114,0.000040122595],"category_scores_gemma":[0.00033733924,0.0009382448,0.00024041082,0.0012453625,0.00010979608,0.0033711984,0.00013912105,0.0006136844,0.000046458812],"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":[0.00045776024,0.001717584,0.10552139,0.0071003507,0.00095537346,0.000114475915,0.025027888,0.00072136824,0.10135838,0.6348924,0.10703457,0.015098477],"study_design_scores_gemma":[0.01880373,0.0038452563,0.11759625,0.0029715083,0.00042840416,0.0026526046,0.0028020965,0.5858074,0.02619051,0.0039215763,0.22381021,0.011170479],"about_ca_topic_score_codex":0.00004182694,"about_ca_topic_score_gemma":0.0000011423137,"teacher_disagreement_score":0.6309708,"about_ca_system_score_codex":0.00017181884,"about_ca_system_score_gemma":0.00020138586,"threshold_uncertainty_score":0.9993068},"labels":[],"label_agreement":null},{"id":"W2130208816","doi":"10.1109/aswec.2008.4483222","title":"Transformation from CIM to PIM Using Patterns and Archetypes","year":2008,"lang":"en","type":"article","venue":"Proceedings - Australian Software Engineering Conference/Proceedings","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Software engineering; Reusability; Business process modeling; Traceability; Model transformation; Business rule; Business process; Systems engineering; Programming language; Software; Engineering; Work in process; Artificial intelligence; Consistency (knowledge bases)","score_opus":0.04132940328558927,"score_gpt":0.22546508695197218,"score_spread":0.18413568366638292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130208816","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9814922,0.000031243428,0.016055547,0.00070254906,0.00018703316,0.0003088249,0.000020618465,0.0008928834,0.00030910812],"genre_scores_gemma":[0.9905111,0.00003541419,0.007734292,0.00032716215,0.0010291443,0.000055330907,0.00004219235,0.00010567959,0.00015964205],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971538,6.2651725e-7,0.00063647743,0.0008437859,0.0005754959,0.00078978064],"domain_scores_gemma":[0.99840933,0.00002011954,0.00026410996,0.00009621763,0.001069771,0.00014043224],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024329765,0.00064242014,0.000623748,0.000796964,0.00042454846,0.000979707,0.00046658263,0.0002589352,0.00013543588],"category_scores_gemma":[0.0002629706,0.00067120045,0.00013887322,0.0011402892,0.00007514528,0.00327946,0.00017307287,0.00045204515,0.00004977779],"study_design_candidate":"observational","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":[0.00022118488,0.0002653608,0.9226086,0.00534484,0.0005218854,0.000028646286,0.011837353,0.0027244138,0.033242002,0.0126229,0.0030255418,0.0075572734],"study_design_scores_gemma":[0.005339175,0.00020971043,0.40023422,0.006647632,0.002224117,0.0003110061,0.012168808,0.5016952,0.013902603,0.004709183,0.04251339,0.010044906],"about_ca_topic_score_codex":0.0011702373,"about_ca_topic_score_gemma":0.0000075363932,"teacher_disagreement_score":0.5223744,"about_ca_system_score_codex":0.0000825343,"about_ca_system_score_gemma":0.000036333677,"threshold_uncertainty_score":0.99957395},"labels":[],"label_agreement":null},{"id":"W2157601998","doi":"10.1109/aswec.2008.4483224","title":"Experiences on the Belief-Theoretic Integration of Para-consistent Conceptual Models","year":2008,"lang":"en","type":"article","venue":"Proceedings - Australian Software Engineering Conference/Proceedings","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Atlantic Canada Opportunities Agency","keywords":"Computer science; Belief revision; Process (computing); Negotiation; Conceptual model; Set (abstract data type); Product (mathematics); Conceptual framework; Identification (biology); Management science; Artificial intelligence; Engineering; Epistemology","score_opus":0.04345295885219661,"score_gpt":0.228183719433869,"score_spread":0.1847307605816724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157601998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9656319,0.00005900844,0.030025467,0.0011116891,0.00035761294,0.0005366518,0.0000073315364,0.00072921003,0.0015411125],"genre_scores_gemma":[0.9822946,0.00003571796,0.016743666,0.0002991715,0.00015446456,0.00024822992,0.0000047648678,0.00004127559,0.00017806681],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99668956,0.000006032951,0.000737849,0.00089669565,0.0009024669,0.0007673706],"domain_scores_gemma":[0.99794245,0.00016714877,0.00040779664,0.00026317252,0.00095226936,0.00026716493],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036618626,0.0006184367,0.00055967236,0.0003456827,0.00036064495,0.00032463364,0.0018718103,0.00023050496,0.0000643294],"category_scores_gemma":[0.00015622991,0.0004645338,0.00020950845,0.0010884901,0.0004183475,0.0013137022,0.0002712689,0.0006184911,0.000017227434],"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":[0.00004544531,0.000122060694,0.0017323911,0.00023510026,0.00008904453,0.0000062124946,0.14419279,0.0002894542,0.008284543,0.8434023,0.0009086323,0.0006919858],"study_design_scores_gemma":[0.003431862,0.0039092097,0.011324419,0.004730314,0.0002888259,0.00094130053,0.17111024,0.17567171,0.5790118,0.03555857,0.008100264,0.0059214635],"about_ca_topic_score_codex":0.000040770912,"about_ca_topic_score_gemma":0.0000012808762,"teacher_disagreement_score":0.8078438,"about_ca_system_score_codex":0.00007274798,"about_ca_system_score_gemma":0.000095710726,"threshold_uncertainty_score":0.99978065},"labels":[],"label_agreement":null}]}