{"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"},"query_hash":"89edfd2931ee","filters":{"venue":"Software Engineering in Health Care"}},"results":[{"id":"W2043728748","doi":"10.5555/2663575.2663595","title":"Toward a care process metamodel: for business intelligence healthcare monitoring solutions","year":2013,"lang":"en","type":"article","venue":"Software Engineering in Health Care","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Metamodeling; Health care; Business process; Process management; Computer science; Process (computing); Business process management; Knowledge management; Process modeling; Reuse; Business process modeling; Business; Work in process; Software engineering; Engineering; Operations management","retraction":null,"screen_n_in":null,"score":{"opus":0.03942368681307928,"gpt":0.2776411796923334,"spread":0.2382174928792541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002549223,0.0004218808,0.0005872686,0.0007312588,0.0003893039,0.0002923931,0.0004483087,0.0001714032,0.0000144418],"category_scores_gemma":[0.0006768866,0.000440199,0.0001486155,0.001940432,0.00002704034,0.001232914,0.0001239636,0.0003481306,0.00003968802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003626652,"about_ca_system_score_gemma":0.0002783387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006246004,"about_ca_topic_score_gemma":0.0001826217,"domain_scores_codex":[0.9971681,0.000009679144,0.0007713594,0.0006546807,0.0003679069,0.001028263],"domain_scores_gemma":[0.996914,0.00009259063,0.0002482761,0.0003607161,0.002312958,0.00007140209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000200683,0.00005182403,0.02834863,0.04119181,0.00003873482,0.000003919769,0.003755627,0.8678629,0.000005164402,0.0008760084,0.0001167238,0.05772854],"study_design_scores_gemma":[0.003389311,0.000161381,0.05153726,0.01346553,0.0003592957,0.00001624162,0.06460054,0.8434051,0.0001712248,0.004274419,0.0132037,0.005415963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1265935,0.03013272,0.8305895,0.005199629,0.002185718,0.002971498,0.00005789955,0.002227901,0.00004155835],"genre_scores_gemma":[0.9872392,0.0001154024,0.009596082,0.0004178247,0.001072759,0.001228494,0.0002009461,0.0001167851,0.0000125508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8606456,"threshold_uncertainty_score":0.999805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2159616423","doi":"10.5555/2667036.2667038","title":"A case study in interoperable support for collaborative community healthcare","year":2012,"lang":"en","type":"article","venue":"Software Engineering in Health Care","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Interoperability; Workflow; Software deployment; Ontology; Health care; Knowledge management; Computer science; Work (physics); Architecture; Information system; Process management; Engineering management; Software engineering; Engineering; World Wide Web; Database","retraction":null,"screen_n_in":null,"score":{"opus":0.0864111044692511,"gpt":0.4373965800719123,"spread":0.3509854756026612,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006171043,0.0003776448,0.0009649228,0.0005206838,0.0008820781,0.00001023904,0.0002724837,0.0003237815,0.00003079532],"category_scores_gemma":[0.001731441,0.0003965371,0.00005870712,0.001053776,0.00001826173,0.0002711885,0.000140607,0.00303696,0.00002799602],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005974931,"about_ca_system_score_gemma":0.003285953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04933813,"about_ca_topic_score_gemma":0.09048047,"domain_scores_codex":[0.9920172,0.003009134,0.001869627,0.0003607771,0.0002585002,0.002484765],"domain_scores_gemma":[0.9951975,0.002734517,0.0003264926,0.0006915422,0.0004245959,0.0006253131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007183196,0.0002545467,0.7218499,0.01068703,0.00001320888,0.00008413285,0.2644883,0.0003367064,4.741134e-7,0.00009165362,0.0007459769,0.001376326],"study_design_scores_gemma":[0.009914231,0.005702076,0.08986025,0.003626512,0.00001426503,0.0003007629,0.8480468,0.0004557946,0.000004088227,0.00001021966,0.04104047,0.001024484],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808963,0.003745232,0.000952992,0.000399759,0.002397383,0.01103421,0.000153698,0.0003744078,0.00004600424],"genre_scores_gemma":[0.9906504,0.00004016951,0.002465743,0.0009841587,0.0003511963,0.005189439,0.00008451194,0.0001252619,0.0001091012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6319896,"threshold_uncertainty_score":0.9998487,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2018218384","doi":"10.5555/2663575.2663590","title":"Inferring state for real-time monitoring of care processes","year":2013,"lang":"en","type":"article","venue":"Software Engineering in Health Care","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Key (lock); Process (computing); Computer science; Process mining; Event (particle physics); Service (business); Process management; State (computer science); Process modeling; Computer security; Work in process; Business process; Business process management; Operations management; Engineering; Business","retraction":null,"screen_n_in":null,"score":{"opus":0.009927956739736935,"gpt":0.2381439210515305,"spread":0.2282159643117935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001413492,0.0002330952,0.0004322533,0.0004700299,0.0001056904,0.0001067116,0.000212298,0.00007071705,0.00001179221],"category_scores_gemma":[0.0006135819,0.0002425678,0.00007769219,0.000832737,0.00001291197,0.0007104286,0.00007269981,0.0001309411,0.00001470668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271889,"about_ca_system_score_gemma":0.000136431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003155659,"about_ca_topic_score_gemma":0.00004984393,"domain_scores_codex":[0.9984518,0.000003593769,0.0005468816,0.0003119029,0.0002135736,0.0004722101],"domain_scores_gemma":[0.9983696,0.0001117386,0.0002327095,0.0002100019,0.001048164,0.00002774011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002658081,0.00003800661,0.3322278,0.08517102,0.00004158973,0.000002203458,0.003319102,0.5519199,0.0001170698,0.00006363708,0.0001334459,0.02693968],"study_design_scores_gemma":[0.01304481,0.0006110553,0.4805987,0.04923278,0.000539389,0.000007219695,0.03614933,0.385987,0.004421892,0.00191107,0.01860019,0.008896528],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814626,0.003901142,0.01264548,0.0001317282,0.0003440864,0.0008038185,0.00001511105,0.0006444994,0.00005151365],"genre_scores_gemma":[0.9902422,0.0001169074,0.008754708,0.00004615968,0.0004249508,0.00025097,0.00006765984,0.00007281964,0.00002366871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1659329,"threshold_uncertainty_score":0.9891626,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2048007328","doi":"10.5555/2667036.2667046","title":"Creating healthcare training simulations in virtual worlds","year":2012,"lang":"en","type":"article","venue":"Software Engineering in Health Care","topic":"Educational Games and Gamification","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Metaverse; Computer science; Virtual world; Human–computer interaction; Instructional simulation; Health care; Virtual reality; Multimedia; Training (meteorology); Health professionals; Virtual learning environment","retraction":null,"screen_n_in":null,"score":{"opus":0.03640192548741349,"gpt":0.3555832573603515,"spread":0.319181331872938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003686056,0.0001442729,0.0002096778,0.0003319982,0.0000659724,0.00001113177,0.00009546475,0.0001118091,0.0001017545],"category_scores_gemma":[0.0003789815,0.000174281,0.00003464756,0.000536447,0.00001102221,0.0001207581,0.00001521084,0.0003739188,0.00002255334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005393525,"about_ca_system_score_gemma":0.0001560358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007983804,"about_ca_topic_score_gemma":0.0003648318,"domain_scores_codex":[0.9984195,0.00008990182,0.000494215,0.000232338,0.0001390753,0.0006249513],"domain_scores_gemma":[0.9989363,0.0005157361,0.00008855776,0.0002263875,0.00004977312,0.0001832435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001059624,0.00008025276,0.6444328,0.0002723502,0.000007258664,0.000001516047,0.2370964,0.0675141,0.00000220462,0.01596902,0.0001017759,0.03451177],"study_design_scores_gemma":[0.0004498575,0.00007408614,0.9682843,0.0003243861,0.000001857198,0.000005146546,0.02079573,0.0007249441,0.000001321787,0.00001694613,0.009105117,0.0002163163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787887,0.01035828,0.005775312,0.001453605,0.002392141,0.0006446818,0.00005360269,0.0002883628,0.0002453272],"genre_scores_gemma":[0.9947293,0.00001055022,0.004015703,0.0004082355,0.0003992941,0.0001189414,0.0001502118,0.00003897851,0.0001287291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3238515,"threshold_uncertainty_score":0.7106972,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}