{"meta":{"query_hash":"9e551e2994b5","filters":{"venue":"eGEMs (Generating Evidence & Methods to improve patient outcomes)"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/9e551e2994b5","api":"https://metacan.xera.ac/api/v1/cohort?venue=eGEMs+%28Generating+Evidence+%26+Methods+to+improve+patient+outcomes%29"},"results":[{"id":"W1697481259","doi":"10.13063/2327-9214.1150","title":"A Framework for Usable and Effective Clinical Decision Support: Experience from the iCPR Randomized Clinical Trial","year":2015,"lang":"en","type":"article","venue":"eGEMs (Generating Evidence & Methods to improve patient outcomes)","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":32,"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 Victoria","funders":"Agency for Healthcare Research and Quality","keywords":"Workflow; Usability; Context (archaeology); Clinical decision support system; USable; Computer science; Decision support system; Randomized controlled trial; Process management; Patient recruitment; Intervention (counseling); Knowledge management; Medicine; Data mining; Nursing; Engineering; World Wide Web; Human–computer interaction; Database","score_opus":0.36517003079169064,"score_gpt":0.6425361700074607,"score_spread":0.27736613921577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1697481259","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37981912,0.0007087527,0.58266795,0.0019441282,0.017744271,0.016951771,0.000022406246,0.00010665688,0.00003494695],"genre_scores_gemma":[0.072474696,0.000102232996,0.89118075,0.015922926,0.004126971,0.015683157,0.000010617832,0.00011360185,0.00038501524],"study_design_codex":"design_other","study_design_gemma":"randomized_trial","domain_scores_codex":[0.95288795,0.03657343,0.0062122857,0.0017669135,0.0010056002,0.0015538096],"domain_scores_gemma":[0.70032376,0.29363254,0.002302608,0.0016114567,0.0008841382,0.0012454682],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09266054,0.0006211122,0.003065613,0.00010867172,0.0012547084,0.00012954896,0.00080518797,0.00093135046,0.000074058706],"category_scores_gemma":[0.39780727,0.00038082447,0.0007158895,0.0004432032,0.00033653004,0.00041765193,0.00071994826,0.0023143399,0.00012428265],"study_design_candidate":"randomized_trial","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":[0.16015594,0.0002228653,0.059922654,0.000095621726,0.0001786482,0.0000029558653,0.014529425,0.000025723612,0.00018708142,0.00071657466,0.004796434,0.75916606],"study_design_scores_gemma":[0.78107136,0.02235738,0.0047450564,0.0046294588,0.00076539646,0.000007228004,0.007845399,0.0540627,0.0006116971,0.0307248,0.090730295,0.0024491989],"about_ca_topic_score_codex":0.0013646655,"about_ca_topic_score_gemma":0.00019462363,"teacher_disagreement_score":0.75671685,"about_ca_system_score_codex":0.0005184932,"about_ca_system_score_gemma":0.0017383593,"threshold_uncertainty_score":0.99998736},"labels":[],"label_agreement":null},{"id":"W2295272639","doi":"10.13063/2327-9214.1182","title":"Guiding Principles for Data Architecture to Support the Pathways Community HUB Model","year":2016,"lang":"en","type":"article","venue":"eGEMs (Generating Evidence & Methods to improve patient outcomes)","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Computer science; Implementation; Process management; Knowledge management; Identification (biology); Conceptual model; Data science; Health care; Risk analysis (engineering); Software engineering; Business; Database","score_opus":0.7348434918860263,"score_gpt":0.5827512496204342,"score_spread":0.15209224226559204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2295272639","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2107274,0.000036162455,0.7544035,0.030284457,0.0007807558,0.00335117,0.00024038574,0.000118108524,0.00005811012],"genre_scores_gemma":[0.14126441,0.000009187179,0.83381915,0.023356091,0.00034659446,0.0005909487,0.000079026126,0.00008242945,0.00045215254],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9939438,0.0013638556,0.0022269867,0.0009388862,0.00079533807,0.0007311199],"domain_scores_gemma":[0.97468454,0.019372623,0.00080014876,0.0039004544,0.0007093989,0.0005328481],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.017132884,0.00044915493,0.0007312022,0.00016453161,0.00071319315,0.00014367604,0.0012675159,0.00013494655,0.00004890672],"category_scores_gemma":[0.1684862,0.00025137272,0.00023316669,0.00034063688,0.00007808201,0.0005676905,0.0020396374,0.00047219315,0.000035998586],"study_design_candidate":"bench_or_experimental","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":[0.0002301237,0.000115002986,0.003279303,0.000077189965,0.00007452918,0.000001613265,0.0016605336,0.0017975575,0.37430263,0.00019202246,0.0036583738,0.6146111],"study_design_scores_gemma":[0.009508598,0.017038455,0.0075731697,0.0034466677,0.002193713,0.000119606724,0.0048328135,0.4065028,0.31432846,0.004537014,0.22630319,0.0036154967],"about_ca_topic_score_codex":0.00027908632,"about_ca_topic_score_gemma":0.00025544871,"teacher_disagreement_score":0.6109956,"about_ca_system_score_codex":0.00028466483,"about_ca_system_score_gemma":0.00051329046,"threshold_uncertainty_score":0.99999386},"labels":[],"label_agreement":null},{"id":"W2320878123","doi":"10.13063/2327-9214.1213","title":"Software-Enabled Distributed Network Governance: The PopMedNet Experience","year":2016,"lang":"en","type":"article","venue":"eGEMs (Generating Evidence & Methods to improve patient outcomes)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":35,"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":"National Institutes of Health; Hamilton Health Sciences Foundation; Patient-Centered Outcomes Research Institute","keywords":"Workflow; Computer science; Corporate governance; Software; Variety (cybernetics); Knowledge management; Process management; Data science; Computer security; Database; Business","score_opus":0.13941447692600256,"score_gpt":0.44369661416418155,"score_spread":0.304282137238179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320878123","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12927413,0.00038131184,0.8526337,0.006728053,0.0094345575,0.0010700129,0.000099968616,0.00023064547,0.00014758305],"genre_scores_gemma":[0.3273214,0.000023254232,0.6552608,0.0067500137,0.00070554094,0.0004802239,0.0000097009515,0.000060340604,0.009388696],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98877126,0.0021679143,0.0020745178,0.0023417352,0.0033097689,0.0013347873],"domain_scores_gemma":[0.9786489,0.014733589,0.0011558124,0.004275171,0.0006952166,0.00049130083],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.020155527,0.00054868555,0.00076014857,0.00014610472,0.0012654489,0.0015440681,0.0036930714,0.00011241473,0.0004710449],"category_scores_gemma":[0.106380515,0.00026513444,0.00033638053,0.002480519,0.00026574775,0.0010958007,0.0028000379,0.00028117182,0.00054641196],"study_design_candidate":"not_applicable","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":[0.000041407773,0.000051905932,0.034787267,0.0000058702,0.00003231045,0.000008066564,0.0012504397,0.005135022,0.00739742,0.0007874617,0.08786854,0.8626343],"study_design_scores_gemma":[0.0015937896,0.0009808034,0.10511475,0.0010953763,0.00011369448,0.00002062682,0.0018622528,0.03077109,0.018054835,0.010007424,0.82774127,0.0026440802],"about_ca_topic_score_codex":0.00016746586,"about_ca_topic_score_gemma":0.00004659295,"teacher_disagreement_score":0.8599902,"about_ca_system_score_codex":0.0002994383,"about_ca_system_score_gemma":0.00016463058,"threshold_uncertainty_score":0.9999801},"labels":[],"label_agreement":null},{"id":"W2405799747","doi":"10.13063/2327-9214.1221","title":"Observational Studies of Drug Safety in Multi-Database Studies: Methodological Challenges and Opportunities","year":2016,"lang":"en","type":"article","venue":"eGEMs (Generating Evidence & Methods to improve patient outcomes)","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; University of British Columbia; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Observational study; Drug; Database; Data science; Medicine; Computer science; Pharmacology; Internal medicine","score_opus":0.8874851599926737,"score_gpt":0.6117314557646698,"score_spread":0.27575370422800394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2405799747","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3098503,0.023032034,0.65680337,0.0074401386,0.00064541027,0.0018228546,0.000078474615,0.00029262147,0.000034755212],"genre_scores_gemma":[0.024443006,0.010959655,0.962942,0.00071401213,0.00004266947,0.0005538304,0.0000015912502,0.000042631866,0.0003005731],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9935343,0.002902666,0.0017042733,0.0008234908,0.000531986,0.00050325674],"domain_scores_gemma":[0.95853823,0.03902686,0.00077788386,0.00072881836,0.00076020404,0.00016800291],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.010795242,0.0004982851,0.0014794194,0.00027779047,0.00013342436,0.000017189275,0.00032902148,0.00012018449,0.000013659624],"category_scores_gemma":[0.10466236,0.0003116666,0.00013045638,0.00018867079,0.00037089302,0.0007304662,0.00085557916,0.00024774123,0.0000015183675],"study_design_candidate":"bench_or_experimental","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":[0.00015001331,0.00024091637,0.003745587,0.0009884203,0.0002771609,0.00001925437,0.01658337,0.000029853249,0.22263636,0.06591194,0.00020729356,0.6892098],"study_design_scores_gemma":[0.0038709168,0.0035229945,0.0125542935,0.017369777,0.0004320471,0.000028238812,0.05211221,0.0016238458,0.59214485,0.30979583,0.0026590244,0.0038860203],"about_ca_topic_score_codex":0.000016552262,"about_ca_topic_score_gemma":0.00008656098,"teacher_disagreement_score":0.68532383,"about_ca_system_score_codex":0.00028380536,"about_ca_system_score_gemma":0.00008391202,"threshold_uncertainty_score":0.99993354},"labels":[],"label_agreement":null},{"id":"W824752723","doi":"10.13063/2327-9214.1165","title":"Teaching Evidence Assimilation for Collaborative Health Care (TEACH) 2009-2014: Building Evidence-Based Capacity Within Health Care Provider Organizations","year":2015,"lang":"en","type":"article","venue":"eGEMs (Generating Evidence & Methods to improve patient outcomes)","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":12,"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":"Weill Cornell Medical College; Agency for Healthcare Research and Quality; Hospital for Special Surgery; University of Ottawa","keywords":"Health care; Assimilation (phonology); Nursing; Psychology; Business; Medicine; Medical education; Political science","score_opus":0.2985358715048775,"score_gpt":0.5589066064976707,"score_spread":0.2603707349927932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W824752723","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12840655,0.012838851,0.7577227,0.07117946,0.009288056,0.019651726,0.000285635,0.00054697023,0.00008006195],"genre_scores_gemma":[0.2139775,0.00005208267,0.75886583,0.02240557,0.000997183,0.0031903011,0.000090372334,0.00012304109,0.00029809095],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9771325,0.013364102,0.0031046814,0.001926776,0.0020743676,0.0023975663],"domain_scores_gemma":[0.9760423,0.010817593,0.0025517251,0.0013955482,0.006635106,0.0025577734],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02465171,0.00076647225,0.0013111912,0.0007478776,0.0060317717,0.0003584323,0.0009590518,0.00037139206,0.000049630584],"category_scores_gemma":[0.11841262,0.00066178135,0.00017986707,0.0023564051,0.0001678048,0.002791162,0.00038513183,0.0017910453,0.00007420321],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00046671653,0.000252562,0.09706969,0.00656962,0.000070708884,0.0000023732234,0.6303072,0.022334572,0.01101346,0.0008351641,0.0774192,0.15365876],"study_design_scores_gemma":[0.007211082,0.029128088,0.01948957,0.05154429,0.00030477243,0.000014452623,0.63099825,0.14705488,0.024159037,0.000685626,0.08277332,0.0066366172],"about_ca_topic_score_codex":0.011394937,"about_ca_topic_score_gemma":0.0026281015,"teacher_disagreement_score":0.14702214,"about_ca_system_score_codex":0.008144065,"about_ca_system_score_gemma":0.030891987,"threshold_uncertainty_score":0.99958336},"labels":[],"label_agreement":null}]}