{"meta":{"query_hash":"dc2506ae7c1b","filters":{"venue":"Finnish Journal of eHealth and eWelfare"},"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/dc2506ae7c1b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Finnish+Journal+of+eHealth+and+eWelfare"},"results":[{"id":"W2803893149","doi":"10.23996/fjhw.69145","title":"Hoitohenkilökunnan rooli potilaiden motivoinnissa ja ohjaamisessa terveydenhuollon sähköisten palveluiden käyttöön","year":2018,"lang":"fi","type":"article","venue":"Finnish Journal of eHealth and eWelfare","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Physics","score_opus":0.02922251600016085,"score_gpt":0.4014216381891593,"score_spread":0.3721991221889985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803893149","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":[0.82668823,0.008738946,0.0003297626,0.12700324,0.02175455,0.0014637843,0.00057624216,0.0000743438,0.013370893],"genre_scores_gemma":[0.9616831,0.0013064437,0.0010540796,0.008562408,0.00841545,0.000027403486,0.000091101494,0.00010851975,0.018751482],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99184597,0.0017864394,0.0031955873,0.0006484421,0.0011486042,0.0013749567],"domain_scores_gemma":[0.9899515,0.000544329,0.0031061773,0.00061022985,0.00432055,0.0014672141],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0031195686,0.0006607588,0.0012308181,0.0006747933,0.0030081766,0.0002218389,0.00075568585,0.000939161,0.0044172094],"category_scores_gemma":[0.0014916228,0.0005742422,0.00032073105,0.0009591949,0.00040964264,0.0009767829,0.0002823422,0.002297271,0.0011429889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004707406,0.0012264762,0.16119365,0.0034901116,0.00048419426,0.00018827608,0.036440272,0.0000063134735,0.00046475974,0.0031057561,0.7191829,0.06950985],"study_design_scores_gemma":[0.003480868,0.002930144,0.47864747,0.0052836235,0.00025873486,0.00024541773,0.023897583,0.00014893657,0.0000956964,0.0013740286,0.48297113,0.00066636386],"about_ca_topic_score_codex":0.00058097136,"about_ca_topic_score_gemma":0.00084448257,"teacher_disagreement_score":0.3174538,"about_ca_system_score_codex":0.0005693118,"about_ca_system_score_gemma":0.005674829,"threshold_uncertainty_score":0.9999621},"labels":[],"label_agreement":null},{"id":"W2943538225","doi":"10.23996/fjhw.77584","title":"The current state of Nursing Informatics – An international cross-sectional survey","year":2019,"lang":"en","type":"article","venue":"Finnish Journal of eHealth and eWelfare","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":24,"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; University of British Columbia; Toronto Metropolitan University","funders":"","keywords":"Snowball sampling; Scale (ratio); Thematic analysis; Nursing; Medical education; Health informatics; Political science; Cross-sectional study; Psychology; Public relations; Medicine; Sociology; Qualitative research; Geography; Public health","score_opus":0.036572282708073695,"score_gpt":0.3969304302022568,"score_spread":0.36035814749418316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943538225","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":[0.9919392,0.0006178133,0.00005784702,0.000537668,0.006480747,0.0001163338,0.000079498794,0.000004912164,0.00016596349],"genre_scores_gemma":[0.99913317,0.0003343706,0.00018429988,0.00010564572,0.00017585821,8.248659e-7,0.0000471076,0.000008811966,0.000009939588],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984087,0.00011053503,0.0008028061,0.000072417606,0.0004162783,0.00018925907],"domain_scores_gemma":[0.99819857,0.00019286537,0.00083785754,0.000106431005,0.0005392125,0.0001250354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011600124,0.000089314715,0.00016318462,0.00010724311,0.00022723014,0.00020290125,0.0001814015,0.000027223305,0.000022711001],"category_scores_gemma":[0.0001319054,0.000066079134,0.000053222167,0.00009745852,0.00008284216,0.0007137717,0.00001196653,0.00025713388,0.000006837328],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052871404,0.00010161593,0.7119644,0.000040187067,0.000010996751,2.1716806e-7,0.0007978533,0.00024451673,0.00000951898,0.000038557853,0.0007381091,0.28552532],"study_design_scores_gemma":[0.0007414142,0.00055342034,0.98997885,0.00019188228,0.0000061985643,0.000032453703,0.00013478492,0.0005043463,0.00007060304,0.00070367986,0.0070166024,0.00006575221],"about_ca_topic_score_codex":0.000016287142,"about_ca_topic_score_gemma":0.000014271165,"teacher_disagreement_score":0.28545955,"about_ca_system_score_codex":0.00011755323,"about_ca_system_score_gemma":0.000074696276,"threshold_uncertainty_score":0.26946288},"labels":[],"label_agreement":null},{"id":"W3093070304","doi":"10.23996/fjhw.95231","title":"Designing socially acceptable mHealth technologies for Parkinson's disease self-management","year":2020,"lang":"en","type":"article","venue":"Finnish Journal of eHealth and eWelfare","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"mHealth; Context (archaeology); Self-management; Perspective (graphical); Knowledge management; Disease management; Parkinson's disease; Psychology; Disease; Business; Medicine; Computer science; Nursing; Psychological intervention","score_opus":0.0481392248089453,"score_gpt":0.3795195836058667,"score_spread":0.3313803587969214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093070304","genre_codex":"commentary","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":[0.062481616,0.038429435,0.06180107,0.79997194,0.0034039372,0.025508683,0.0012144814,0.0017423074,0.0054465565],"genre_scores_gemma":[0.8217613,0.035018485,0.09801074,0.0382993,0.0021266725,0.0044015315,0.00008454883,0.00012899717,0.00016843271],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963134,0.00024984198,0.0015155501,0.00040000977,0.0003569401,0.0011642907],"domain_scores_gemma":[0.99586254,0.00044325335,0.0013606324,0.00025056943,0.0005102665,0.0015727188],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014264683,0.00025875805,0.00064397475,0.0001933711,0.0022836258,0.000027013537,0.00040452584,0.0002441635,0.00007864951],"category_scores_gemma":[0.000532355,0.00023158824,0.0001288346,0.00042302118,0.00006468447,0.00022817803,0.00013333122,0.00093434355,0.000047454552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030146518,0.00039153194,0.09400466,0.029284114,0.00017018581,0.00006207834,0.004395123,0.00005716704,0.000018812394,0.030929912,0.49862146,0.3390503],"study_design_scores_gemma":[0.0025798453,0.0005205747,0.02445198,0.00031646603,0.00011276114,0.0000043953664,0.0059475536,0.00016855724,0.000004194033,0.002628255,0.9630759,0.00018954172],"about_ca_topic_score_codex":0.000016503653,"about_ca_topic_score_gemma":0.000017178736,"teacher_disagreement_score":0.7616726,"about_ca_system_score_codex":0.0002272631,"about_ca_system_score_gemma":0.0023423661,"threshold_uncertainty_score":0.9990153},"labels":[],"label_agreement":null},{"id":"W4390430908","doi":"10.23996/fjhw.131314","title":"Co-design of a digital solution for total hip and knee arthroplasty journey: A case study","year":2023,"lang":"en","type":"article","venue":"Finnish Journal of eHealth and eWelfare","topic":"Mobile Health and mHealth Applications","field":"Health Professions","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":"TRIUMF","funders":"Business Finland","keywords":"Transparency (behavior); Total hip arthroplasty; Process (computing); Functional requirement; Computer science; Total knee arthroplasty; Arthroplasty; Process management; Medicine; Engineering; Surgery; Computer security; Software engineering","score_opus":0.09946770196189042,"score_gpt":0.4283849010360461,"score_spread":0.3289171990741557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390430908","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":[0.9838219,0.0011045306,0.0040368936,0.0047545945,0.00061063137,0.0050564585,0.00049141224,0.00004871548,0.0000748205],"genre_scores_gemma":[0.9969197,0.0007925909,0.0006365044,0.00030158384,0.00045013858,0.0007273402,0.000027550563,0.00003200293,0.00011260706],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99682736,0.0003143379,0.0015720736,0.00025077202,0.00028593696,0.00074952946],"domain_scores_gemma":[0.9961031,0.0010986648,0.0011807319,0.00019479313,0.0005512659,0.000871427],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0023634087,0.00019273371,0.0006010823,0.00035432546,0.00161674,0.000023921348,0.00006918356,0.00018792195,0.00004160421],"category_scores_gemma":[0.0005541359,0.00016477892,0.00007184639,0.00036419695,0.00009592953,0.00025597183,0.000045139626,0.000622421,0.00002176434],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00435803,0.0015091979,0.36909506,0.010264567,0.00025029317,0.00097405195,0.026678404,0.0001568735,0.00010152748,0.0008074042,0.2338841,0.35192052],"study_design_scores_gemma":[0.048096042,0.034581915,0.41057786,0.0024508978,0.0006135393,0.015281597,0.21936773,0.008872631,0.000014723008,0.004162593,0.2545698,0.0014106842],"about_ca_topic_score_codex":0.00011128302,"about_ca_topic_score_gemma":0.000057722835,"teacher_disagreement_score":0.35050982,"about_ca_system_score_codex":0.00008588824,"about_ca_system_score_gemma":0.0011603887,"threshold_uncertainty_score":0.999683},"labels":[],"label_agreement":null},{"id":"W4405930307","doi":"10.23996/fjhw.147334","title":"Charting the course: Insights into EMR usability from Australian clinicians – A national survey","year":2024,"lang":"en","type":"article","venue":"Finnish Journal of eHealth and eWelfare","topic":"Radiology practices and education","field":"Medicine","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":"Alpha Technologies (Canada)","funders":"Griffith University; Monash University; University of Wollongong; University of Tasmania","keywords":"Usability; Course (navigation); Medicine; Computer science; Engineering; Human–computer interaction","score_opus":0.08604969718352537,"score_gpt":0.42534839318677925,"score_spread":0.3392986960032539,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405930307","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":[0.90049326,0.005014363,0.00001533443,0.09278955,0.0013604437,0.000101214224,0.000028012297,0.000008532448,0.0001892628],"genre_scores_gemma":[0.99597585,0.00064865075,0.00017440425,0.0017147146,0.0013267003,0.0000021638964,0.000051342173,0.000008136852,0.000098055614],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986812,0.00023268994,0.00053441606,0.00014641439,0.00024574526,0.00015956364],"domain_scores_gemma":[0.99835455,0.0007514164,0.00026959126,0.00010029941,0.00033322658,0.00019088916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020890702,0.00008755212,0.00022817854,0.000057859233,0.00023411338,0.00006138601,0.00007875552,0.00010009027,0.00015314104],"category_scores_gemma":[0.0010719988,0.00005426717,0.00006436581,0.0001606425,0.00009371986,0.00021287381,0.000012273858,0.00058316416,0.000024803907],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000572125,0.00026330835,0.81077385,0.0003297246,0.00028811648,0.00007918665,0.008274242,0.000018829398,0.0000701024,0.00026750556,0.12543894,0.053624086],"study_design_scores_gemma":[0.00027872753,0.00025775045,0.8595275,0.00015258943,0.000070404414,0.00016741092,0.0011705747,0.0002431354,0.0000060059547,0.000858993,0.13721906,0.000047803052],"about_ca_topic_score_codex":0.0005467248,"about_ca_topic_score_gemma":0.00034027366,"teacher_disagreement_score":0.09548255,"about_ca_system_score_codex":0.000080434496,"about_ca_system_score_gemma":0.0006741014,"threshold_uncertainty_score":0.25335905},"labels":[],"label_agreement":null}]}