{"meta":{"query_hash":"04cdaa64df23","filters":{"venue":"Frontiers in Stroke"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/04cdaa64df23","api":"https://metacan.xera.ac/api/v1/cohort?venue=Frontiers+in+Stroke"},"results":[{"id":"W4307760713","doi":"10.3389/fstro.2022.1014480","title":"Improving access and efficiency of ischemic stroke treatment across four Canadian provinces using a stepped wedge trial: Methodology","year":2022,"lang":"en","type":"article","venue":"Frontiers in Stroke","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Health; Alberta Health Services; University of Calgary; Memorial University of Newfoundland; Queen Elizabeth II Health Sciences Centre; Government of Nova Scotia; St. John’s Health Sciences Centre; Saint John Regional Hospital; Government of Newfoundland and Labrador; Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Attendance; Medicine; Thrombolysis; Stroke (engine); Intervention (counseling); Nova scotia; Physical therapy; Randomized controlled trial; Geography; Surgery; Internal medicine; Nursing; Engineering; Myocardial infarction","score_opus":0.07024220839407433,"score_gpt":0.34052108426207434,"score_spread":0.27027887586800003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307760713","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6779266,0.0017450937,0.018495684,0.0009798886,0.0005031198,0.2911267,0.004349339,0.00027121766,0.004602351],"genre_scores_gemma":[0.77888924,0.00027405302,0.040375225,0.00081882183,0.000079328835,0.1759135,0.0017365481,0.000028633403,0.0018847453],"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","domain_scores_codex":[0.94861466,0.03876063,0.0025582432,0.003889716,0.002624642,0.003552016],"domain_scores_gemma":[0.98393005,0.005802375,0.0028265438,0.002413805,0.0034096353,0.0016176093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.048490193,0.004076272,0.0050575263,0.0014211993,0.002606437,0.001776822,0.005347723,0.0023376457,0.006589643],"category_scores_gemma":[0.039983276,0.0013290485,0.0068254443,0.0024423562,0.0028829214,0.0011214734,0.0023330739,0.0024327198,0.00045927486],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.7315737,0.030630313,0.081390366,0.010778231,0.03366361,0.00067331246,0.004046615,0.02552741,0.0016900185,0.011666455,0.009513248,0.058846664],"study_design_scores_gemma":[0.6470331,0.11237795,0.10158717,0.001561345,0.030883914,0.00017238111,0.003150381,0.080072686,0.002600458,0.008697913,0.011248789,0.00061390596],"about_ca_topic_score_codex":0.43158352,"about_ca_topic_score_gemma":0.3899185,"teacher_disagreement_score":0.9783467,"about_ca_system_score_codex":0.021653311,"about_ca_system_score_gemma":0.04399879,"threshold_uncertainty_score":0.85814285},"labels":[],"label_agreement":null},{"id":"W4327620050","doi":"10.3389/fstro.2023.1149406","title":"Impact of post stroke depression and anxiety on health-related quality of life in young Filipino adults","year":2023,"lang":"en","type":"article","venue":"Frontiers in Stroke","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":2,"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 Toronto; St. Michael's Hospital; University of Calgary","funders":"","keywords":"Medicine; Anxiety; Depression (economics); Quality of life (healthcare); Stroke (engine); Hospital Anxiety and Depression Scale; Logistic regression; Population; Cross-sectional study; Physical therapy; Psychiatry; Internal medicine; Environmental health","score_opus":0.014858102393335128,"score_gpt":0.31054971220473165,"score_spread":0.2956916098113965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327620050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9985404,0.0005720599,0.000011730583,0.00014958119,0.0000053181448,0.0000052491637,0.00019053012,0.0000013580222,0.000523793],"genre_scores_gemma":[0.9996431,0.00019399496,0.000012296515,0.000021609063,0.0000070954784,0.0000029596613,0.00007308398,2.0143878e-7,0.00004569276],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9997515,0.000056326884,0.00002529436,0.000025431747,0.000056585533,0.00008485361],"domain_scores_gemma":[0.99922776,0.0001442588,0.00040172902,0.000017155555,0.00007549618,0.000133525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043493038,0.00020382926,0.00022004316,0.00064992765,0.0004159174,0.0005550645,0.00016749169,0.00030068745,0.0013618267],"category_scores_gemma":[0.0021681665,0.00010116389,0.00040980862,0.00045384065,0.00019770915,0.00030029638,0.00037464558,0.00037739825,0.0001019869],"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":[0.000038820173,0.00003580445,0.99698037,0.000021043152,0.000046147554,0.000058113197,0.00008190399,0.000018532639,0.000052234464,0.000011426025,0.00007641626,0.0025792015],"study_design_scores_gemma":[9.84723e-7,0.000026519365,0.99972206,0.000008031163,0.000014382443,0.000056944235,0.000094699346,0.000031982298,0.0000062447884,0.000006115838,0.00003115978,8.8962133e-7],"about_ca_topic_score_codex":0.005735579,"about_ca_topic_score_gemma":0.0096734,"teacher_disagreement_score":0.005735579,"about_ca_system_score_codex":0.00035822947,"about_ca_system_score_gemma":0.00022444932,"threshold_uncertainty_score":0.011404395},"labels":[],"label_agreement":null},{"id":"W4361228341","doi":"10.3389/fstro.2023.1155937","title":"Relationship between edema and intracranial pressure following intracerebral hemorrhage in rat","year":2023,"lang":"en","type":"article","venue":"Frontiers in Stroke","topic":"Intracerebral and Subarachnoid Hemorrhage Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Intracerebral hemorrhage; Edema; Intracranial pressure; Cerebral edema; Stroke (engine); Anesthesia; Hematoma; Ischemia; Compliance (psychology); Internal medicine; Cardiology; Surgery; Subarachnoid hemorrhage; Psychology","score_opus":0.023302461331269113,"score_gpt":0.29216988693870766,"score_spread":0.26886742560743854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361228341","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98825806,0.0053277086,0.003470407,0.00020110725,0.00009488098,0.00006317694,0.0009815313,0.00013348373,0.0014697452],"genre_scores_gemma":[0.9852401,0.0051193507,0.0046588355,0.0001553202,0.000053813874,0.00018783603,0.0013069604,0.000028732116,0.003249128],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9997317,0.000028668286,0.000028829028,0.000050428305,0.00008578176,0.00007446738],"domain_scores_gemma":[0.99932194,0.00008471433,0.00028550762,0.000039956994,0.00012788188,0.00013997621],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034793126,0.0004102724,0.00047255235,0.0010530504,0.00022190544,0.0003301398,0.00024754563,0.0003022611,0.00092720304],"category_scores_gemma":[0.00030243403,0.00019305076,0.00055460434,0.000879763,0.0004145312,0.00058911555,0.00032514773,0.001109008,0.0002708784],"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":[0.0013291223,0.0006356248,0.006154093,0.00026812288,0.00007790092,0.00041886396,0.00020072097,0.00035150893,0.98062164,0.00024456443,0.0003417428,0.00935617],"study_design_scores_gemma":[0.000054713106,0.007931418,0.076487586,0.000037836584,0.00023354312,0.0008382817,0.0004211836,0.0024727755,0.908218,0.00037159913,0.0028570222,0.00007605224],"about_ca_topic_score_codex":0.0017865637,"about_ca_topic_score_gemma":0.0031848592,"teacher_disagreement_score":0.0017865637,"about_ca_system_score_codex":0.00037980505,"about_ca_system_score_gemma":0.00044068124,"threshold_uncertainty_score":0.0035523772},"labels":[],"label_agreement":null},{"id":"W4396777907","doi":"10.3389/fstro.2024.1386300","title":"Exploring unmet needs and preferences of young adult stroke patients for post-stroke care through PROMs and gender differences","year":2024,"lang":"en","type":"article","venue":"Frontiers in Stroke","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Brain Institute; Health Sciences Centre; Sunnybrook Health Science Centre; Toronto Rehabilitation Institute; University Health Network; University of Toronto; Toronto General Hospital; Toronto Western Hospital; Public Health Ontario","funders":"Canadian Institutes of Health Research","keywords":"Stroke (engine); Medicine; Gerontology; Physical therapy; Physical medicine and rehabilitation; Psychology","score_opus":0.04406265044885595,"score_gpt":0.2735213963385266,"score_spread":0.2294587458896707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396777907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99922,0.00012509286,0.00002818453,0.000060577026,0.000002001429,0.000012084698,0.00023391291,6.811663e-7,0.00031750294],"genre_scores_gemma":[0.9994697,0.000112090485,0.000082078746,0.00004078068,0.0000030368772,0.000021774438,0.00015551587,4.3474822e-7,0.00011476231],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99952054,0.00016227934,0.000074432275,0.000040531122,0.00007803374,0.00012410533],"domain_scores_gemma":[0.9988368,0.00029916712,0.00055783655,0.000021594518,0.00010508096,0.00017948615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011254218,0.00016956995,0.0003018887,0.00066821877,0.0002558576,0.0005946196,0.00015424259,0.00022842716,0.0019571315],"category_scores_gemma":[0.0030451221,0.00011983134,0.000494213,0.00067289255,0.00014050209,0.00047265118,0.00046498323,0.0002630351,0.00019805046],"study_design_candidate":"qualitative","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":[0.000104327475,0.0000676991,0.99157625,0.00003890147,0.000029813029,0.000092647264,0.0015418248,0.0000292644,0.00013812381,0.000029654404,0.00012022777,0.006231318],"study_design_scores_gemma":[0.0000064288793,0.000223114,0.9951326,0.000030073,0.000014885909,0.00023324662,0.0038588382,0.00013163613,0.000055045235,0.00004475867,0.00026452218,0.0000046878845],"about_ca_topic_score_codex":0.0024697972,"about_ca_topic_score_gemma":0.0071473997,"teacher_disagreement_score":0.0024697972,"about_ca_system_score_codex":0.00026187228,"about_ca_system_score_gemma":0.000415036,"threshold_uncertainty_score":0.0065472126},"labels":[],"label_agreement":null},{"id":"W4401000875","doi":"10.3389/fstro.2024.1430935","title":"The important role of community organizations in stroke recovery and reintegration","year":2024,"lang":"en","type":"article","venue":"Frontiers in Stroke","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"","keywords":"Context (archaeology); Stroke (engine); Perspective (graphical); Quality (philosophy); Nursing; Public relations; Service (business); Health care; Medicine; Business; Psychology; Political science; Marketing; Computer science","score_opus":0.005353968141212645,"score_gpt":0.2453060531911212,"score_spread":0.23995208504990856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401000875","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17066865,0.023774723,0.020951016,0.47537938,0.0045966012,0.00069030444,0.00009409683,0.00027053108,0.3035747],"genre_scores_gemma":[0.9586678,0.006733626,0.0061509334,0.014384473,0.0009784888,0.00024279644,0.000050049337,0.000061088664,0.012730793],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.97518164,0.018595006,0.00034045536,0.0007248972,0.0014850462,0.0036728545],"domain_scores_gemma":[0.9626298,0.010120698,0.0031624709,0.001299063,0.0031006082,0.019687297],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017779715,0.00040372182,0.0003784093,0.0016196311,0.0137977,0.014675082,0.0017056502,0.004629441,0.01000277],"category_scores_gemma":[0.02126895,0.00033029093,0.0004632403,0.0009659836,0.012857712,0.007632203,0.020130806,0.004585868,0.0013036962],"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":[0.00017477594,0.0011191668,0.0214537,0.0010754892,0.0001358461,0.0025896176,0.124947384,0.0007256729,0.0009623883,0.39513877,0.093721405,0.35795575],"study_design_scores_gemma":[0.000101756785,0.00065087015,0.011416959,0.0025452203,0.00005087521,0.0011192382,0.19063462,0.00085305725,0.0004236598,0.13916174,0.6529381,0.000103931125],"about_ca_topic_score_codex":0.00510761,"about_ca_topic_score_gemma":0.010596988,"teacher_disagreement_score":0.017779715,"about_ca_system_score_codex":0.0042054933,"about_ca_system_score_gemma":0.032226924,"threshold_uncertainty_score":0.09402931},"labels":[],"label_agreement":null},{"id":"W4402933764","doi":"10.3389/fstro.2024.1416490","title":"Regenerative stem cell therapy for stroke in Europe (RESSTORE): a multicenter randomized controlled efficacy clinical trial","year":2024,"lang":"en","type":"article","venue":"Frontiers in Stroke","topic":"Mesenchymal stem cell research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Agence Nationale de la Recherche; Centre Hospitalier Universitaire de Rennes; European Commission","keywords":"Medicine; Stroke (engine); Modified Rankin Scale; Clinical trial; Stroke recovery; Adverse effect; Clinical endpoint; Population; Montreal Cognitive Assessment; Randomized controlled trial; Internal medicine; Physical therapy; Ischemic stroke; Ischemia; Disease; Cognitive impairment; Rehabilitation","score_opus":0.05735224638808122,"score_gpt":0.3807998190893816,"score_spread":0.32344757270130037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402933764","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9589784,0.013560801,0.0016414118,0.0017361233,0.00084534544,0.01735543,0.0025464834,0.00023700467,0.0030990017],"genre_scores_gemma":[0.9339478,0.008651726,0.0063359346,0.0042298515,0.0018443511,0.034487605,0.0049278494,0.000056760673,0.005518085],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.99818605,0.0010590903,0.00014551287,0.00029012279,0.00013111999,0.00018805156],"domain_scores_gemma":[0.9988833,0.000212617,0.0003610444,0.000109055036,0.00014095084,0.00029298113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045125103,0.0025108675,0.0040940847,0.0006268749,0.00057777774,0.0013279452,0.00086986454,0.002808247,0.007206188],"category_scores_gemma":[0.00215275,0.0006539003,0.0024442459,0.0006960323,0.0013523155,0.001219504,0.0006923969,0.0016479511,0.0010890404],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.974963,0.00667087,0.0008737031,0.001381499,0.00150421,0.00005280674,0.00004792109,0.00018933792,0.0018427523,0.00017807155,0.0010338925,0.011261969],"study_design_scores_gemma":[0.9598898,0.037003975,0.0012762353,0.00007556935,0.00062775327,0.000029858755,0.000017006874,0.00012085877,0.00017007305,0.00007770443,0.00070066075,0.000010481958],"about_ca_topic_score_codex":0.0004702801,"about_ca_topic_score_gemma":0.0009914676,"teacher_disagreement_score":0.007206188,"about_ca_system_score_codex":0.0005719534,"about_ca_system_score_gemma":0.0016239942,"threshold_uncertainty_score":0.024107158},"labels":[],"label_agreement":null}]}