{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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":"eefbc3c7a5c9","filters":{"venue":"JMIR Neurotechnology"}},"results":[{"id":"W4398197769","doi":"10.2196/51822","title":"Direct Clinical Applications of Natural Language Processing in Common Neurological Disorders: Scoping Review","year":2024,"lang":"en","type":"review","venue":"JMIR Neurotechnology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Natural (archaeology); Computer science; Medicine; Natural language processing; Biology","authors":[{"name":"Ilana Lefkovitz","is_ca":false},{"name":"Samantha Walsh","is_ca":false},{"name":"Leah J. Blank","is_ca":false},{"name":"Nathalie Jetté","is_ca":true},{"name":"Benjamin Kummer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.220428158621056,"gpt":0.5821205361244426,"spread":0.3616923775033866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03392249,0.002231837,0.008606829,0.02480496,0.001450639,0.005485309,0.003233154,0.003593044,0.006635384],"category_scores_gemma":[0.1654269,0.001626328,0.01056378,0.02282289,0.002027943,0.005179693,0.003821289,0.002167713,0.0007119841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006737193,"about_ca_system_score_gemma":0.02866439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008880314,"about_ca_topic_score_gemma":0.02125319,"domain_scores_codex":[0.9669384,0.01061483,0.01522357,0.001695102,0.004984057,0.0005440766],"domain_scores_gemma":[0.8492008,0.1130634,0.02059107,0.003036021,0.01349183,0.0006168911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009905565,0.00001778431,0.0005467165,0.9422223,0.004236488,0.00008771527,0.0003451032,0.0001119334,0.0001271084,0.0004634963,0.001471096,0.05027118],"study_design_scores_gemma":[0.00004331578,0.00004405774,0.0007223584,0.9733317,0.01463617,0.0001092757,0.000193281,0.00004737933,0.00008963612,0.0002915124,0.01047735,0.000013969],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000624127,0.9957884,0.0004975768,0.0005403141,0.0002481372,0.001183359,0.0004660285,0.00001626333,0.0006357925],"genre_scores_gemma":[0.007355619,0.987414,0.001490761,0.0007480818,0.0001590956,0.002251144,0.0004204442,0.00001227993,0.0001484859],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03392249,"threshold_uncertainty_score":0.1794013,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399514209","doi":"10.2196/53038","title":"Technology-Enabled Recreation and Leisure Programs and Activities for Older Adults With Cognitive Impairment: Rapid Scoping Review","year":2024,"lang":"en","type":"review","venue":"JMIR Neurotechnology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Public Health Ontario; Brock University; International Federation on Ageing; Wilfrid Laurier University; Sinai Health System; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Preprint; Recreation; Cognitive impairment; Psychology; Gerontology; Cognition; Applied psychology; Medicine; Computer science; Political science; World Wide Web","authors":[{"name":"Kristina M. Kokorelias","is_ca":true},{"name":"Josephine McMurray","is_ca":true},{"name":"Charlene H. Chu","is_ca":true},{"name":"Arlene Astell","is_ca":true},{"name":"Alisa Grigorovich","is_ca":true},{"name":"Pia Kontos","is_ca":true},{"name":"Jessica Babineau","is_ca":true},{"name":"Jessica Bytautas","is_ca":true},{"name":"Ashley Ahuja","is_ca":false},{"name":"Andrea Iaboni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02910363960800302,"gpt":0.3728090271393966,"spread":0.3437053875313936,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01638699,0.001882062,0.005668679,0.0237932,0.001577797,0.0055347,0.003079257,0.003795936,0.00764658],"category_scores_gemma":[0.06602163,0.0015773,0.006215985,0.02033969,0.001008344,0.005312392,0.004105667,0.002051502,0.001452534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005385934,"about_ca_system_score_gemma":0.02842975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008024991,"about_ca_topic_score_gemma":0.02542265,"domain_scores_codex":[0.9890891,0.002774853,0.005041833,0.0005198324,0.002210555,0.0003638096],"domain_scores_gemma":[0.9493553,0.03167133,0.009320822,0.0009458347,0.008159171,0.0005475894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007598477,0.00002254815,0.0002495294,0.9009357,0.001072497,0.0001376698,0.0006671872,0.00009629432,0.000196487,0.0005377518,0.004370368,0.09163787],"study_design_scores_gemma":[0.00002743232,0.00006067673,0.0005542215,0.9673109,0.003693526,0.000135608,0.000317923,0.00003069175,0.00007226702,0.0001704474,0.02761021,0.0000161842],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009950481,0.9898894,0.0007600823,0.001041456,0.0004783718,0.003494483,0.001248132,0.00004065272,0.002052404],"genre_scores_gemma":[0.003236622,0.9901773,0.001880131,0.0005780267,0.0001249114,0.003091468,0.0004775823,0.00001242996,0.0004215236],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0237932,"threshold_uncertainty_score":0.08666372,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399628854","doi":"10.2196/58398","title":"Smartphone Pupillometry and Machine Learning for Detection of Acute Mild Traumatic Brain Injury: Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Traumatic brain injury; Pupillometry; Glasgow Coma Scale; Medicine; Pupillary light reflex; Emergency department; Concussion; Cohort; Logistic regression; Physical therapy; Poison control; Pupil; Internal medicine; Injury prevention; Surgery; Psychology; Emergency medicine; Psychiatry","authors":[{"name":"Anthony J. Maxin","is_ca":false},{"name":"Do H Lim","is_ca":false},{"name":"Sophie Kush","is_ca":false},{"name":"J. P. Carpenter","is_ca":false},{"name":"Rami Shaibani","is_ca":false},{"name":"Bernice G. Gulek","is_ca":false},{"name":"Kimberly G. Harmon","is_ca":false},{"name":"Alex Mariakakis","is_ca":true},{"name":"Lynn B. McGrath","is_ca":false},{"name":"Michael R. Levitt","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06156150103683816,"gpt":0.3731163769355528,"spread":0.3115548758987146,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00204395,0.0005310102,0.0006097523,0.0008754223,0.0008524274,0.0008898909,0.0005278169,0.0007756256,0.001858689],"category_scores_gemma":[0.004875355,0.000521191,0.001059658,0.000810448,0.0003848646,0.0009144808,0.0008592276,0.001076454,0.0004631134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003466169,"about_ca_system_score_gemma":0.0005887193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004514784,"about_ca_topic_score_gemma":0.004411068,"domain_scores_codex":[0.998816,0.0002698197,0.0001261185,0.0003893664,0.0002098074,0.0001888943],"domain_scores_gemma":[0.9978068,0.0003697089,0.0006112901,0.0004733634,0.0004058764,0.0003329345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007271274,0.0001406913,0.9968657,0.00001725564,0.000171375,0.0001022867,0.0001187167,0.00003136017,0.0002760349,0.00002393175,0.0001578713,0.001367654],"study_design_scores_gemma":[0.00004867995,0.0007695574,0.997366,0.00001151768,0.0001490739,0.0004155206,0.0002785655,0.0005076282,0.0001084234,0.00003810086,0.0002957711,0.00001111042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991567,0.0001622935,0.0001969221,0.00002667408,0.000009423442,0.00003885189,0.0002524237,0.000003246657,0.0001533912],"genre_scores_gemma":[0.9990451,0.00009417848,0.0002236027,0.00002716433,0.00002049716,0.00006214058,0.0003356443,0.000005578291,0.0001860907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004514784,"threshold_uncertainty_score":0.01080954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313296150","doi":"10.2196/37944","title":"Remote Testing Apps for Multiple Sclerosis Patients: Scoping Review of Published Articles and Systematic Search and Review of Public Smartphone Apps","year":2022,"lang":"en","type":"review","venue":"JMIR Neurotechnology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Dr. Georges-L.-Dumont University Hospital Centre; Université de Moncton; Collège Communautaire du Nouveau-Brunswick; Dalhousie University","funders":"","keywords":"CINAHL; MEDLINE; Medicine; Systematic review; App store; Smartphone application; Randomized controlled trial; World Wide Web; Psychological intervention; Computer science; Multimedia; Psychiatry; Pathology","authors":[{"name":"Jacob B. Michaud","is_ca":true},{"name":"Cameron Penny","is_ca":true},{"name":"Olivia Cull","is_ca":true},{"name":"Éric Hervet","is_ca":true},{"name":"Ludivine Chamard-Witkowski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.262259144146901,"gpt":0.3887616599251923,"spread":0.1265025157782913,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01306972,0.002146696,0.007817734,0.02462487,0.001462871,0.003696249,0.002716968,0.002806416,0.008051428],"category_scores_gemma":[0.05312335,0.001405428,0.006542115,0.02023757,0.001293071,0.004140587,0.003116568,0.001626474,0.0007723339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004853187,"about_ca_system_score_gemma":0.02289029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008319216,"about_ca_topic_score_gemma":0.02269843,"domain_scores_codex":[0.9889306,0.003099085,0.004954794,0.0006343476,0.002001957,0.0003791412],"domain_scores_gemma":[0.955119,0.03177105,0.007490429,0.0006235723,0.004562735,0.0004330941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007773381,0.00001865795,0.0002653892,0.9580647,0.001285465,0.000112503,0.0003734787,0.00004300159,0.0001087188,0.0001692102,0.001334705,0.03814633],"study_design_scores_gemma":[0.00004809039,0.00008112488,0.0008503027,0.9761297,0.01011342,0.000178242,0.00035183,0.00003067617,0.00008139441,0.0001246126,0.01199372,0.00001676],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001138465,0.9953958,0.0003285781,0.0004282971,0.0001897252,0.001157857,0.0006441075,0.00001908506,0.0006979769],"genre_scores_gemma":[0.006182482,0.9899347,0.00101047,0.0004881484,0.00008412265,0.00182578,0.0002851584,0.000009176687,0.0001799786],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02462487,"threshold_uncertainty_score":0.06912011,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411218481","doi":"10.2196/68369","title":"Experiences of a Neurofeedback-Based Mindfulness Meditation Intervention for Migraine: Qualitative Study","year":2025,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Migraine and Headache Studies","field":"Medicine","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 Saskatchewan","funders":"","keywords":"Preprint; Meditation; Neurofeedback; Mindfulness meditation; Mindfulness; Psychotherapist; Psychology; Intervention (counseling); Migraine; Clinical psychology; Psychiatry; Computer science; Electroencephalography; World Wide Web; History","authors":[{"name":"Tora Levinton","is_ca":true},{"name":"Jan Gelech","is_ca":true},{"name":"Faly Golshan","is_ca":true},{"name":"Marla Mickleborough","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03027432838318752,"gpt":0.4158965200368235,"spread":0.385622191653636,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006450742,0.0006080017,0.0008631693,0.001129827,0.006251995,0.002462378,0.001675029,0.001735952,0.002405672],"category_scores_gemma":[0.00994649,0.0006740087,0.0005770111,0.0009893869,0.004763423,0.002552484,0.004501082,0.00229662,0.0003014808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003354727,"about_ca_system_score_gemma":0.003396674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005374258,"about_ca_topic_score_gemma":0.01164375,"domain_scores_codex":[0.995366,0.003242624,0.0001574439,0.0002368743,0.0003148536,0.0006822708],"domain_scores_gemma":[0.9925131,0.005052341,0.0007104723,0.0001382697,0.000593,0.0009929138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004232628,0.0001064995,0.002455619,0.0002178183,0.00000477524,0.0008290356,0.9921909,0.00001797296,0.0009489901,0.0001997457,0.000214278,0.00277202],"study_design_scores_gemma":[0.000006685328,0.0001573495,0.002937431,0.0002143372,0.000005879309,0.0003627513,0.9931399,0.00005580394,0.000264546,0.0000709206,0.002771846,0.00001247723],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948325,0.0005591683,0.0008327198,0.001036054,0.00004005312,0.0003217587,0.0001131236,0.00001036456,0.002254062],"genre_scores_gemma":[0.995481,0.0009720251,0.0008400087,0.0007262709,0.00002304825,0.0004320997,0.00006066096,0.00001604204,0.001448845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006450742,"threshold_uncertainty_score":0.0341152,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411697079","doi":"10.2196/69750","title":"Poststroke Neurorehabilitation Using a Soft Robotic Glove Combined With a Virtual Environment: Preliminary Study on Feasibility, Safety, Effects, and User Satisfaction","year":2025,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre for Interdisciplinary Research in Rehabilitation; National Research Council Canada; Université du Québec à Montréal","funders":"Fonds de Recherche du Québec - Santé; National Research Council Canada; Fonds de recherche du Québec – Nature et technologies; Canadian Institutes of Health Research","keywords":"Neurorehabilitation; Preprint; Physical medicine and rehabilitation; Intervention (counseling); Stroke (engine); Psychology; Training (meteorology); Applied psychology; Physical therapy; Medicine; Rehabilitation; Computer science; Engineering; Nursing; World Wide Web","authors":[{"name":"Camille E. Proulx","is_ca":true},{"name":"Johanne Higgins","is_ca":true},{"name":"Thomas Vaughan","is_ca":true},{"name":"Mark Hewko","is_ca":true},{"name":"Dany H. Gagnon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01015797017032059,"gpt":0.2760724184059269,"spread":0.2659144482356063,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001625054,0.0005266542,0.0005173869,0.0003434624,0.000247659,0.0002111768,0.0003093212,0.0003463294,0.002221935],"category_scores_gemma":[0.001923799,0.0002094709,0.0005300875,0.0001858348,0.0003141761,0.0002999525,0.0003712911,0.0003246871,0.0002375551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001284595,"about_ca_system_score_gemma":0.0002380485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000526765,"about_ca_topic_score_gemma":0.0007374901,"domain_scores_codex":[0.9989474,0.0005504647,0.00007943093,0.00009197188,0.0001836604,0.0001470326],"domain_scores_gemma":[0.9989225,0.0004931604,0.0001707613,0.00008161968,0.0001304169,0.0002015473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.07354726,0.2154386,0.2873312,0.001581189,0.000789674,0.0008499651,0.004589831,0.001254455,0.1835482,0.0001795443,0.0004339297,0.2304561],"study_design_scores_gemma":[0.002758372,0.5042907,0.4736817,0.00004033317,0.0003349455,0.0005512147,0.0009009293,0.001714875,0.01503751,0.00003022639,0.0006215051,0.00003762456],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995847,0.00002103269,0.0002227056,0.000003757316,0.000001510714,0.00006414666,0.00001408024,0.000002826329,0.0000852579],"genre_scores_gemma":[0.9986392,0.00006116054,0.0008355599,0.00001776709,0.000008722648,0.0001722882,0.00007032443,0.000001753833,0.0001933541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002221935,"threshold_uncertainty_score":0.008594275,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379912148","doi":"10.2196/46021","title":"A Semantic Relatedness Model for the Automatic Cluster Analysis of Phonematic and Semantic Verbal Fluency Tasks Performed by People With Parkinson Disease: Prospective Multicenter Study","year":2023,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Sächsische Aufbaubank; Bundesministerium für Gesundheit; Bundesministerium für Bildung und Forschung","keywords":"Verbal fluency test; Cognition; Latent semantic analysis; Computer science; Fluency; Natural language processing; Semantic memory; Artificial intelligence; Neuropsychology; Psychology","authors":[{"name":"Tom Hähnel","is_ca":false},{"name":"Tim Feige","is_ca":false},{"name":"Julia Kunze","is_ca":false},{"name":"Andrea Epler","is_ca":false},{"name":"Anika Frank","is_ca":false},{"name":"Jonas Bendig","is_ca":false},{"name":"Nils Schnalke","is_ca":false},{"name":"Martin Wolz","is_ca":false},{"name":"Peter Themann","is_ca":false},{"name":"Björn Falkenburger","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01431035205002603,"gpt":0.2825652966793053,"spread":0.2682549446292793,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01023906,0.0009522724,0.0006923777,0.00141588,0.0006113639,0.0008748414,0.001013222,0.0007325236,0.001283416],"category_scores_gemma":[0.01535041,0.0003636762,0.001312327,0.0006875676,0.0004896967,0.001194483,0.0007947592,0.0007085942,0.0005708171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009532106,"about_ca_system_score_gemma":0.0007271529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01037679,"about_ca_topic_score_gemma":0.008372504,"domain_scores_codex":[0.9980478,0.001289062,0.00007779255,0.0003588758,0.0001491083,0.00007736211],"domain_scores_gemma":[0.9935582,0.003361608,0.0007569393,0.000847997,0.001127637,0.0003474872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005551777,0.004145531,0.8896642,0.0001247457,0.001111911,0.0001961634,0.001441059,0.02410294,0.003202213,0.0005087052,0.001464798,0.06848596],"study_design_scores_gemma":[0.0003212673,0.003847469,0.4209893,0.00004202652,0.000500516,0.0002828018,0.000932211,0.5699871,0.001288621,0.001168072,0.0005599385,0.00008074353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865609,0.00006625824,0.0125089,0.00003920048,0.0000121813,0.0002489664,0.0002905994,0.00006389013,0.0002090348],"genre_scores_gemma":[0.989566,0.00003381263,0.009092019,0.00001696027,0.00001540943,0.0002595085,0.0008173072,0.00002070325,0.0001782933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01037679,"threshold_uncertainty_score":0.05414999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407192676","doi":"10.2196/67779","title":"A Game-Based Mechatronic Device for Digital Rehabilitation of Hand Function After a Stroke: Design, Prototyping, and Feasibility Study","year":2025,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Preprint; Mechatronics; Rehabilitation; Rapid prototyping; Function (biology); Computer science; Engineering; Physical medicine and rehabilitation; Medicine; Physical therapy; Mechanical engineering; Artificial intelligence; World Wide Web","authors":[{"name":"Anuprita Kanitkar","is_ca":true},{"name":"Nariman Sepehri","is_ca":true},{"name":"Ariel Lezen","is_ca":true},{"name":"Sanjay Tejraj Parmar","is_ca":false},{"name":"Cherry Kit-Fong Hin","is_ca":true},{"name":"Tony Szturm","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01911972903943497,"gpt":0.3139050054232097,"spread":0.2947852763837747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001284043,0.0006165595,0.0004138424,0.0007809391,0.0001907557,0.0004380514,0.001557971,0.0007536559,0.001931792],"category_scores_gemma":[0.001402842,0.0002488685,0.0005591254,0.000207941,0.0004180199,0.0005749642,0.0006525049,0.0003350114,0.0003945915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000258892,"about_ca_system_score_gemma":0.0004975131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005526129,"about_ca_topic_score_gemma":0.0006802055,"domain_scores_codex":[0.9991265,0.0002778799,0.00009327147,0.00007234904,0.0003395143,0.0000905023],"domain_scores_gemma":[0.9993893,0.0002198171,0.00005372709,0.00005557538,0.0001992136,0.00008241497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002609698,0.01153078,0.02670351,0.005218463,0.0002660722,0.007246424,0.002684767,0.01089455,0.6230851,0.003006355,0.002497957,0.3042563],"study_design_scores_gemma":[0.003285098,0.2090014,0.1676948,0.0009130223,0.0009510979,0.02580978,0.002902847,0.1188449,0.4067769,0.001456804,0.06184749,0.0005158406],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8704516,0.001578058,0.116563,0.0002766775,0.0001233529,0.00620857,0.0003325459,0.0003307213,0.004135415],"genre_scores_gemma":[0.8788872,0.001054025,0.1145266,0.0001139879,0.00002651748,0.002196772,0.0002507171,0.00002872424,0.002915387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001931792,"threshold_uncertainty_score":0.006790757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387810005","doi":"10.2196/45828","title":"Connect Brain, a Mobile App for Studying Depth Perception in Angiography Visualization: Gamification Study","year":2023,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Visualization; Computer science; Human–computer interaction; Rendering (computer graphics); Perception; Context (archaeology); Creative visualization; Mobile device; Multimedia; Android (operating system); Volume rendering; Data science; World Wide Web; Artificial intelligence; Psychology","authors":[{"name":"Andrey Titov","is_ca":true},{"name":"Simon Drouin","is_ca":true},{"name":"Marta Kersten‐Oertel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04212967323006492,"gpt":0.3600946178990866,"spread":0.3179649446690216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002973452,0.001025738,0.0007458254,0.001226283,0.0004351324,0.001256879,0.0007468332,0.001042568,0.006333875],"category_scores_gemma":[0.009390309,0.0003758524,0.0006121356,0.0003081941,0.000533511,0.001309649,0.001092704,0.0008821746,0.0007802686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003252289,"about_ca_system_score_gemma":0.0003884892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004938426,"about_ca_topic_score_gemma":0.0007347993,"domain_scores_codex":[0.9993018,0.0003062962,0.0000517904,0.0001291152,0.0001179924,0.00009306683],"domain_scores_gemma":[0.9943781,0.004478558,0.0002436067,0.0002539087,0.0002812412,0.0003645041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02553183,0.1653336,0.09251674,0.007861318,0.0008324169,0.003199971,0.03742363,0.008377241,0.06244909,0.007110388,0.01559052,0.5737733],"study_design_scores_gemma":[0.01576109,0.2646717,0.4944506,0.002986177,0.002296148,0.005404358,0.02857234,0.0716808,0.0417358,0.01853048,0.05297625,0.0009343273],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905533,0.000164639,0.004753803,0.0001385026,0.00004757242,0.001673128,0.0001900061,0.0001363525,0.002342623],"genre_scores_gemma":[0.9511123,0.0005113551,0.03506123,0.0003490489,0.00005700904,0.008323238,0.0002819049,0.00007721875,0.00422667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006333875,"threshold_uncertainty_score":0.02118897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402847909","doi":"10.2196/57661","title":"Investigation of Study Procedures to Estimate Sensitivity and Reliability of a Virtual Physical Assessment Developed for Workplace Concussions: Method-Comparison Feasibility Study","year":2024,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McMaster University; Toronto Rehabilitation Institute; Carleton University; Hamilton Health Sciences; University of Toronto; University Health Network; Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Preprint; Reliability (semiconductor); Sensitivity (control systems); Reliability engineering; Engineering; Computer science; Applied psychology; Psychology; World Wide Web; Physics","authors":[{"name":"Keely Barnes","is_ca":true},{"name":"Heidi Sveistrup","is_ca":true},{"name":"Mark Bayley","is_ca":true},{"name":"Mary Egan","is_ca":true},{"name":"Martin Bilodeau","is_ca":true},{"name":"Michel P. Rathbone","is_ca":true},{"name":"Monica Taljaard","is_ca":true},{"name":"Motahareh Karimijashni","is_ca":true},{"name":"Shawn Marshall","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1454168150098555,"gpt":0.5534310668687498,"spread":0.4080142518588943,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5799366,0.002146807,0.001952995,0.00290158,0.002003421,0.003205319,0.003236297,0.003245391,0.003831017],"category_scores_gemma":[0.728336,0.002263693,0.004501915,0.002040234,0.004312605,0.004388032,0.0040456,0.00261963,0.00131063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002922598,"about_ca_system_score_gemma":0.004350977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027848,"about_ca_topic_score_gemma":0.001232394,"domain_scores_codex":[0.3496182,0.567954,0.03857541,0.010596,0.03116282,0.002093427],"domain_scores_gemma":[0.1175732,0.782546,0.02799105,0.03707349,0.03354532,0.001270973],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1227236,0.01901437,0.2885967,0.01357306,0.007566211,0.001502569,0.06066342,0.009925343,0.02378798,0.018979,0.004955193,0.4287125],"study_design_scores_gemma":[0.02633846,0.3601469,0.3959071,0.005463215,0.007353319,0.003274523,0.01294822,0.07274937,0.04893615,0.01247474,0.05319801,0.001210037],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4501376,0.002386628,0.3782492,0.000770179,0.001484955,0.1544643,0.000517889,0.0006021659,0.01138701],"genre_scores_gemma":[0.617903,0.0002960223,0.2297588,0.0005969279,0.0002769906,0.1497708,0.0001889899,0.0002056255,0.001002822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5799366,"threshold_uncertainty_score":0.518013,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399437979","doi":"10.2196/52832","title":"Validity of a Smartphone App to Objectively Monitor Performance Outcomes in Degenerative Cervical Myelopathy: Preliminary Findings From a Longitudinal Observational Study","year":2024,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Observational study; Medicine; Physical therapy; Myelopathy; Clinical trial; Physical medicine and rehabilitation; Internal medicine; Psychiatry","authors":[{"name":"Alvaro Yanez Touzet","is_ca":false},{"name":"Tatiana Houhou","is_ca":false},{"name":"Zerina Rahic","is_ca":false},{"name":"Ilya Laufer","is_ca":false},{"name":"Konstantinos Margetis","is_ca":false},{"name":"Allan R. Martin","is_ca":false},{"name":"Nicolas Dea","is_ca":true},{"name":"Zoher Ghogawala","is_ca":false},{"name":"Misha Kapushesky","is_ca":false},{"name":"Mark Kotter","is_ca":false},{"name":"Benjamin M. Davies","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07702146440768676,"gpt":0.3449764998715604,"spread":0.2679550354638736,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02183758,0.0003938178,0.0005394534,0.001087176,0.0008565501,0.001604338,0.000851517,0.001173243,0.00114838],"category_scores_gemma":[0.07376087,0.0003827218,0.00157563,0.0009758204,0.0008435224,0.001351126,0.001505837,0.0009018153,0.0004274742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001011567,"about_ca_system_score_gemma":0.001303834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007113584,"about_ca_topic_score_gemma":0.009216521,"domain_scores_codex":[0.9880658,0.006006428,0.001671931,0.0009454728,0.002778777,0.0005313858],"domain_scores_gemma":[0.9496924,0.02166443,0.01415835,0.003160436,0.009941353,0.001383092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005647762,0.0004447546,0.9909685,0.0001216296,0.0002036118,0.00005276824,0.001485303,0.00007736918,0.0001106946,0.00004514363,0.0001935795,0.005731887],"study_design_scores_gemma":[0.00009808795,0.00215477,0.9942362,0.0001463588,0.0001419694,0.0001142698,0.001524521,0.0007750938,0.0001067661,0.00007231007,0.0006071994,0.00002246719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981688,0.0002713661,0.0003293531,0.000128697,0.00001712538,0.0002115472,0.0003245941,0.000003892136,0.0005444678],"genre_scores_gemma":[0.9981534,0.0001525338,0.000656594,0.0001256983,0.0000216339,0.0002769183,0.0004009664,0.000003823007,0.0002083244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02183758,"threshold_uncertainty_score":0.1154895,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}