{"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","author_layer_release":"2026-06-26"},"query_hash":"79e8ec72dae1","filters":{"venue":"Medsoft"}},"results":[{"id":"W3008773666","doi":"10.35191/medsoft_2018_1_30_44_60","title":"MODELOVÁNÍ EHEALTH PROCESŮ V POMOCÍ HIERARCHICKÝCH STAVOVÝCH AUTOMATŮ (STATECHARTS)","year":2018,"lang":"cs","type":"article","venue":"Medsoft","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Fractal Systems (Canada)","funders":"","keywords":"Physics; eHealth; Computer science; Programming language; Political science","authors":[{"name":"Jiří Kofránek","is_ca":false},{"name":"Jiří Berger","is_ca":true},{"name":"Jiří Polák","is_ca":false},{"name":"Adam Vojtěch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0116929030587273,"gpt":0.2672135255326542,"spread":0.2555206224739269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001638543,0.0006683414,0.0003975741,0.001031932,0.0006819844,0.003395667,0.0009584146,0.001006166,0.01100996],"category_scores_gemma":[0.003057458,0.0004797635,0.0009024114,0.000997149,0.001124052,0.002884579,0.001203245,0.001460908,0.001769362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149498,"about_ca_system_score_gemma":0.003947414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01197067,"about_ca_topic_score_gemma":0.009085836,"domain_scores_codex":[0.9986914,0.0004310794,0.0001067863,0.0002432709,0.0004189597,0.0001086004],"domain_scores_gemma":[0.9982355,0.0008649463,0.0001596509,0.0003292278,0.0003327654,0.00007793393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004842566,0.000393719,0.007991667,0.001136538,0.0001549948,0.0003913035,0.001972783,0.310549,0.03050075,0.4581467,0.009979635,0.1782986],"study_design_scores_gemma":[0.0001866097,0.0005523784,0.005358869,0.0005003528,0.0002630991,0.0002718261,0.000747126,0.5905341,0.03995839,0.2000292,0.1613697,0.0002283068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02812512,0.0005112172,0.9406394,0.0008024024,0.0001089129,0.0004597946,0.001656338,0.004176283,0.02352057],"genre_scores_gemma":[0.5159236,0.002599633,0.4404626,0.0002936865,0.0000796406,0.001634861,0.003035044,0.0006052249,0.03536574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01197067,"threshold_uncertainty_score":0.03683197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415731353","doi":"10.35191/medsoft_2025_1_37_stavek","title":"QUO VADIS ELEKTRONIZACE ČESKÝCH LABORATOŘÍ","year":2025,"lang":"","type":"article","venue":"Medsoft","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Certification; Standardization; Health care; Information system; Order (exchange); Quarter (Canadian coin); Status quo; Information technology","authors":[{"name":"Petr Stávek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03500489922301748,"gpt":0.4404006063116104,"spread":0.405395707088593,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002541395,0.0008438882,0.0007921635,0.002013434,0.001603123,0.007616491,0.0008662261,0.003140191,0.1014111],"category_scores_gemma":[0.003949231,0.0004952439,0.0006512847,0.001319168,0.001697331,0.003232209,0.002800677,0.004249649,0.05991955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003279845,"about_ca_system_score_gemma":0.003048777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001904865,"about_ca_topic_score_gemma":0.001683515,"domain_scores_codex":[0.9973042,0.0005793204,0.0001620496,0.0005560677,0.001097924,0.0003003684],"domain_scores_gemma":[0.9979811,0.0003955796,0.0001620925,0.000240659,0.0008615827,0.0003590414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001248412,0.0001483797,0.003898834,0.001327777,0.00006496777,0.001196194,0.0009047451,0.0008478188,0.007822673,0.08535403,0.612572,0.2846142],"study_design_scores_gemma":[0.00004254881,0.00005026305,0.001313766,0.0001980668,0.00001203182,0.0007591337,0.0001270566,0.0001931224,0.001773839,0.002905023,0.9925954,0.00002981403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02332648,0.1090864,0.0246107,0.1599253,0.09229729,0.0003187078,0.003975519,0.004758518,0.581701],"genre_scores_gemma":[0.1574467,0.04173714,0.01021252,0.01946874,0.01902296,0.0002821894,0.002256142,0.001623667,0.7479499],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1014111,"threshold_uncertainty_score":0.3392541,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3011869758","doi":"10.35191/medsoft_2020_1_32_5_8","title":"BEZPEČNOST DAT A BIG DATA V BIOMEDICÍNĚ","year":2020,"lang":"cs","type":"article","venue":"Medsoft","topic":"Privacy-Preserving Technologies in Data","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":"Fractal Systems (Canada)","funders":"","keywords":"Physics; Computer science; Theology; Philosophy","authors":[{"name":"Jiří Berger","is_ca":true},{"name":"Jiří Kofránek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1925818072406267,"gpt":0.3116128484702958,"spread":0.1190310412296691,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01186385,0.0007907516,0.001184687,0.005400626,0.003516135,0.01926562,0.001823176,0.004196856,0.02893359],"category_scores_gemma":[0.02815556,0.0006282647,0.001083646,0.0093991,0.006660957,0.01688342,0.008973221,0.007395918,0.006556732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005753492,"about_ca_system_score_gemma":0.008615869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006122659,"about_ca_topic_score_gemma":0.005313148,"domain_scores_codex":[0.9853598,0.005431871,0.001011059,0.001942864,0.005566454,0.0006879349],"domain_scores_gemma":[0.9625819,0.02072173,0.002540612,0.004831877,0.006786031,0.002537794],"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":[0.0003123865,0.0001305348,0.01169297,0.005906974,0.0003005113,0.0006462406,0.005772946,0.0008197526,0.001594151,0.4334216,0.2818776,0.2575243],"study_design_scores_gemma":[0.00003583712,0.00009681284,0.006674693,0.002593481,0.00008130191,0.0006890906,0.003916016,0.0004903437,0.000935728,0.1107,0.8737143,0.00007239808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01809876,0.120666,0.02676071,0.5077934,0.01886079,0.000437114,0.01267724,0.001110954,0.293595],"genre_scores_gemma":[0.3742838,0.23196,0.04478312,0.1777337,0.04126108,0.001151564,0.01165818,0.001112026,0.1160566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02893359,"threshold_uncertainty_score":0.09679246,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415731481","doi":"10.35191/medsoft_2025_1_37_lavrikova","title":"QUO REVERA IMUS? DALŠÍ ROZVOJ NČLP V ČASE TURBULENCÍ A JEHO MAPOVÁNÍ NA ZNÁMÉ KÓDOVACÍ SYSTÉMY","year":2025,"lang":"","type":"article","venue":"Medsoft","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Identification (biology); Status quo; Coding (social sciences); Data collection; Quarter (Canadian coin)","authors":[{"name":"Petra Lavríková","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02087172951520153,"gpt":0.3689180516179655,"spread":0.3480463221027639,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008895929,0.0003930078,0.0005799043,0.002175444,0.002577498,0.007936887,0.00145609,0.002181835,0.0152789],"category_scores_gemma":[0.02541623,0.0003572747,0.0005543248,0.002180237,0.009716117,0.008290548,0.004036193,0.006639411,0.005335942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004435656,"about_ca_system_score_gemma":0.005105054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01206265,"about_ca_topic_score_gemma":0.008411458,"domain_scores_codex":[0.994439,0.002309824,0.0006124402,0.0006510488,0.00142908,0.000558614],"domain_scores_gemma":[0.99032,0.003140734,0.001007705,0.001169461,0.003409371,0.0009526729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001741075,0.00006878102,0.009282269,0.0006129131,0.00003476294,0.002807627,0.01050077,0.0003923785,0.00110344,0.3370013,0.3724547,0.265567],"study_design_scores_gemma":[0.0000161058,0.00005334523,0.002815868,0.0009221745,0.00002572737,0.00557041,0.008592254,0.0003210295,0.0006314832,0.05362878,0.9273625,0.00006029181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01762015,0.03502506,0.03979669,0.6677691,0.03802023,0.0001449286,0.0006989551,0.001159358,0.1997656],"genre_scores_gemma":[0.4904466,0.05605474,0.0629501,0.212937,0.03235098,0.0003839917,0.001141021,0.002866662,0.1408689],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0152789,"threshold_uncertainty_score":0.05111301,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}