{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":75,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":75,"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":"22ba2f039d87","filters":{"venue":"The Journal of Frailty & Aging"}},"results":[{"id":"W2312046596","doi":"10.14283/jfa.2016.78","title":"MUSCLE DISUSE AS A PIVOTAL PROBLEM IN SARCOPENIA-RELATED MUSCLE LOSS AND DYSFUNCTION","year":2016,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Sarcopenia; Medicine; Muscle mass; Bed rest; Anabolism; Ambulatory; Physical medicine and rehabilitation; Internal medicine; Physical therapy","authors":[{"name":"Kirsten E. Bell","is_ca":true},{"name":"Mark T. von Allmen","is_ca":false},{"name":"Michaela C. Devries","is_ca":false},{"name":"Stuart M. Phillips","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05789073711763829,"gpt":0.3765949860601382,"spread":0.3187042489424999,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006451258,0.0009043033,0.002083315,0.002383124,0.0003090538,0.001240491,0.0008140419,0.001513422,0.002615274],"category_scores_gemma":[0.0009261381,0.0002400805,0.0007653867,0.002156095,0.0006108083,0.0011053,0.001086331,0.001364474,0.0008362716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003704157,"about_ca_system_score_gemma":0.001089318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459968,"about_ca_topic_score_gemma":0.003315877,"domain_scores_codex":[0.9997197,0.00004442371,0.00006290737,0.00005029811,0.00009448469,0.00002816632],"domain_scores_gemma":[0.9996288,0.0001607427,0.0000961305,0.000006222668,0.00007983548,0.00002819571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000125391,0.0001113109,0.001319524,0.03038014,0.0004084905,0.0004275422,0.00009280322,0.0002506445,0.0007629531,0.002103101,0.01593491,0.9480832],"study_design_scores_gemma":[0.0001294046,0.0004168873,0.01590781,0.03988151,0.001701825,0.008806763,0.0005627025,0.0003937137,0.0007340201,0.005469033,0.9258859,0.0001104315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001270162,0.9993524,0.00004927738,0.0001604719,0.0001000474,0.000002463357,0.000009868587,0.000001967234,0.0001964369],"genre_scores_gemma":[0.001042564,0.9982855,0.0001122683,0.000155423,0.0001948646,0.000003927786,0.00002062895,5.440985e-7,0.0001841815],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002615274,"threshold_uncertainty_score":0.008748949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2302035511","doi":"10.14283/jfa.2016.80","title":"DIETARY PROTEIN TO MAINTAIN MUSCLE MASS IN AGING: A CASE FOR PER-MEAL PROTEIN RECOMMENDATIONS","year":2016,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Muscle metabolism and nutrition","field":"Biochemistry, Genetics and Molecular Biology","cited_by":103,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Meal; Medicine; Muscle mass; Muscle protein; Sarcopenia; Ingestion; Dietary protein; Internal medicine; Endocrinology; Skeletal muscle","authors":[{"name":"C. H. Murphy","is_ca":true},{"name":"Sara Y. Oikawa","is_ca":false},{"name":"Stuart M. Phillips","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05637833156271993,"gpt":0.3510913807076168,"spread":0.2947130491448968,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001396026,0.0007338455,0.001710162,0.001082952,0.0002279112,0.001132959,0.001293435,0.002024462,0.002354926],"category_scores_gemma":[0.001858806,0.0002038056,0.0006240713,0.001176829,0.000790259,0.00132215,0.0007620059,0.003448056,0.0009946224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006608854,"about_ca_system_score_gemma":0.001076723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00167865,"about_ca_topic_score_gemma":0.002523767,"domain_scores_codex":[0.9996327,0.00007632391,0.00007253945,0.00007035936,0.0001204192,0.00002752673],"domain_scores_gemma":[0.9992429,0.0004827032,0.00007887003,0.00002075873,0.0001439215,0.0000309499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002481642,0.00009386786,0.0002738781,0.01579029,0.0002852821,0.0002403487,0.00006892834,0.0002517754,0.0006309841,0.005556059,0.03462289,0.9419376],"study_design_scores_gemma":[0.0001041608,0.0001746681,0.001578932,0.01439277,0.0003726449,0.001173382,0.0001116385,0.0001626449,0.0003118866,0.006811725,0.9747725,0.00003303909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009380915,0.9982069,0.0001291778,0.000921929,0.0003005645,0.000002339114,0.00001201957,0.000003471066,0.0003297428],"genre_scores_gemma":[0.0009580073,0.9964728,0.0005503361,0.001105048,0.0004965592,0.000009360613,0.00002189548,0.000002912313,0.0003830504],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002354926,"threshold_uncertainty_score":0.007878006,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2410649457","doi":"10.14283/jfa.2012.2","title":"HOW MIGHT DEFICIT ACCUMULATION GIVE RISE TO FRAILTY?","year":2012,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nova Scotia Health Authority; Capital District Health Authority","funders":"","keywords":"Medicine; Vulnerability (computing); Adverse effect; Gerontology; Internal medicine","authors":[{"name":"Kenneth Rockwood","is_ca":true},{"name":"Arnold Mitnitski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07504161537427731,"gpt":0.3406050764255349,"spread":0.2655634610512576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00113436,0.0005109858,0.0008570623,0.001266574,0.0007860744,0.002391321,0.0007653127,0.00309297,0.00657153],"category_scores_gemma":[0.01399177,0.0003415741,0.0008788832,0.001087632,0.001663105,0.002266253,0.001245688,0.002628689,0.0006213929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009158228,"about_ca_system_score_gemma":0.000942845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004905715,"about_ca_topic_score_gemma":0.004051982,"domain_scores_codex":[0.9995135,0.0001178609,0.00004997107,0.0001118004,0.00007675771,0.00013018],"domain_scores_gemma":[0.9973424,0.001008796,0.0006337489,0.0002094707,0.0003862459,0.0004194173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002569964,0.001085103,0.8467099,0.0006425078,0.001197201,0.01168222,0.002526155,0.0009042154,0.002216259,0.025665,0.01011818,0.09468327],"study_design_scores_gemma":[0.0002312072,0.0009231919,0.8031195,0.0006752706,0.0008762894,0.01347907,0.005347536,0.001966059,0.0007040082,0.1598434,0.01270604,0.0001283182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.856219,0.03560788,0.002018513,0.07910057,0.001560373,0.00006121128,0.0008838899,0.00007017038,0.02447834],"genre_scores_gemma":[0.9894171,0.005506617,0.0002962689,0.002753556,0.0008277498,0.0000133326,0.0001414817,0.00001019346,0.001033719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00657153,"threshold_uncertainty_score":0.02198398,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2979278189","doi":"10.14283/jfa.2019.33","title":"Clinically Meaningful Change for Physical Performance: Perspectives of the ICFSR Task Force","year":2020,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; Queen's University","funders":"National Institute on Aging","keywords":"Sarcopenia; Medicine; Clinical trial; Psychological intervention; Task force; Task (project management); Physical medicine and rehabilitation; Miami; Physical therapy; Gerontology; Pathology; Nursing; Internal medicine","authors":[{"name":"J. Guralnik","is_ca":false},{"name":"Karen Bandeen‐Roche","is_ca":false},{"name":"Shalendar Bhasin","is_ca":false},{"name":"Sonya Eremenco","is_ca":false},{"name":"Francesco Landi","is_ca":false},{"name":"John Muscedere","is_ca":true},{"name":"Subashan Perera","is_ca":false},{"name":"Jean‐Yves Reginster","is_ca":false},{"name":"Linda J. Woodhouse","is_ca":true},{"name":"Bruno Vellas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1342823464313704,"gpt":0.3898248532725281,"spread":0.2555425068411576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3836569,0.004059964,0.01297122,0.008498352,0.003738394,0.01338802,0.008916195,0.01380408,0.002307548],"category_scores_gemma":[0.2793763,0.001277772,0.006553925,0.007599246,0.0254313,0.01010511,0.009540307,0.03545046,0.0008804796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02432264,"about_ca_system_score_gemma":0.035654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03624444,"about_ca_topic_score_gemma":0.02108801,"domain_scores_codex":[0.7831643,0.1203436,0.0337644,0.01321457,0.04582262,0.003690603],"domain_scores_gemma":[0.4883721,0.4094423,0.01778139,0.01399741,0.06568692,0.004719835],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001112373,0.001138704,0.01721323,0.009049988,0.001568252,0.0002993693,0.007027883,0.006037615,0.001071624,0.4303551,0.1761725,0.3489534],"study_design_scores_gemma":[0.00108189,0.003867466,0.04861803,0.04755898,0.001247877,0.001118436,0.004174446,0.01416639,0.001344757,0.4359561,0.4391962,0.001669454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005350477,0.324757,0.05599757,0.5686116,0.0163654,0.002037139,0.00212456,0.0003228167,0.02443352],"genre_scores_gemma":[0.2554858,0.1884613,0.2242835,0.2630977,0.03681705,0.0217656,0.005332369,0.0007390393,0.004017603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6163431,"threshold_uncertainty_score":0.7600608,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2558150217","doi":"10.14283/jfa.2016.112","title":"EFFECT OF LOW-DOSE RAPAMYCIN ON SENESCENCE MARKERS AND PHYSICAL FUNCTIONING IN OLDER ADULTS WITH CORONARY ARTERY DISEASE: RESULTS OF A PILOT STUDY","year":2016,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Telomeres, Telomerase, and Senescence","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute of Nutrition, Metabolism and Diabetes","funders":"","keywords":"Medicine; Senescence; Coronary artery disease; Internal medicine; Adipose tissue; Interleukin 6; Endocrinology; Inflammation","authors":[{"name":"Maharaj Singh","is_ca":false},{"name":"Michael D. Jensen","is_ca":true},{"name":"Amir Lerman","is_ca":false},{"name":"Sudhir S. Kushwaha","is_ca":false},{"name":"C Rihal","is_ca":false},{"name":"B.J. Gersh","is_ca":false},{"name":"Atta Behfar","is_ca":false},{"name":"Tamar Tchkonia","is_ca":false},{"name":"Randal J. Thomas","is_ca":false},{"name":"R.J. Lennon","is_ca":false},{"name":"Lawrence R. Keenan","is_ca":false},{"name":"A. G. Moore","is_ca":false},{"name":"James L. Kirkland","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01169253811883135,"gpt":0.2595634256398094,"spread":0.2478708875209781,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009626036,0.0008141983,0.002066382,0.0002502939,0.0005356902,0.0005049038,0.000432168,0.0008736794,0.001673007],"category_scores_gemma":[0.001007916,0.000311306,0.0009251781,0.0002530982,0.0007405857,0.0006724163,0.0004944974,0.001515157,0.0002605004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064274,"about_ca_system_score_gemma":0.0007761617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430706,"about_ca_topic_score_gemma":0.00238323,"domain_scores_codex":[0.9996083,0.0001748744,0.00003838771,0.00006366087,0.00003380036,0.00008089355],"domain_scores_gemma":[0.9992964,0.000193183,0.0000905044,0.00007771253,0.00006069853,0.0002813777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.7477089,0.1022329,0.02099731,0.0006291978,0.001480223,0.0001904876,0.0004283618,0.0004701283,0.05951526,0.00007067264,0.0007125415,0.06556406],"study_design_scores_gemma":[0.05011417,0.8137566,0.1275327,0.00004174212,0.001445682,0.0001192019,0.0003320086,0.0005036113,0.005297576,0.00007890019,0.0007379247,0.00004001873],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990281,0.0004644261,0.00006134282,0.00004982044,0.00002037351,0.0001058876,0.00009989002,0.000009979704,0.0001602053],"genre_scores_gemma":[0.9978591,0.0005436631,0.000474718,0.0001270618,0.00007588509,0.0002703869,0.0002212677,0.000005761332,0.0004221819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002066382,"threshold_uncertainty_score":0.005596757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3084110139","doi":"10.14283/jfa.2020.45","title":"Do Malnutrition, Sarcopenia and Frailty Overlap in Nursing-Home Residents?","year":2021,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Alberta","keywords":"Sarcopenia; Medicine; Malnutrition; Nursing homes; Older people; Gerontology; Body mass index; Physical therapy; Internal medicine; Nursing","authors":[{"name":"Gerd Faxén Irving","is_ca":false},{"name":"Yvette C. Luiking","is_ca":false},{"name":"Helena Grönstedt","is_ca":false},{"name":"Erika Franzén","is_ca":false},{"name":"Å. Seiger","is_ca":false},{"name":"Sofia Vikström","is_ca":false},{"name":"Anders Wimo","is_ca":false},{"name":"Anne‐Marie Boström","is_ca":false},{"name":"Tommy Cederholm","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04934800947214889,"gpt":0.3789934150806055,"spread":0.3296454056084566,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374114,0.0003084278,0.0006427131,0.001460649,0.0004715374,0.0008226552,0.0004075764,0.001100073,0.001502106],"category_scores_gemma":[0.006954374,0.0003974523,0.000331927,0.001708128,0.0005921047,0.001322927,0.0008861438,0.0005010499,0.0003298362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953222,"about_ca_system_score_gemma":0.0003370489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00339597,"about_ca_topic_score_gemma":0.005873616,"domain_scores_codex":[0.9988356,0.0003742812,0.0001430789,0.0002286872,0.0002693499,0.0001489254],"domain_scores_gemma":[0.9963924,0.001066213,0.001716211,0.0001152689,0.0003182528,0.0003916174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006159952,0.00003564345,0.9982774,0.00001175767,0.00002904825,0.00007171174,0.0001591111,0.00000815723,0.00005172498,0.000005451898,0.0000320241,0.001256425],"study_design_scores_gemma":[0.000003206942,0.00007053282,0.9989379,0.00000938958,0.00000916401,0.0003747311,0.0004720968,0.00005350111,0.000007100461,0.00001599456,0.00004411929,0.000002369705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990602,0.000540156,0.00004666131,0.00006709464,0.000005579567,0.000005072058,0.00006459175,0.000001393441,0.0002092332],"genre_scores_gemma":[0.9995023,0.0001778861,0.00006482755,0.00003952649,0.00002714689,0.000009056496,0.0001269486,8.608862e-7,0.00005130218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00339597,"threshold_uncertainty_score":0.007267058,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2910448916","doi":"10.14283/jfa.2018.39","title":"Can a Prebiotic Formulation Reduce Frailty Levels in Older People?","year":2019,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Placebo; Randomized controlled trial; Prebiotic; Physical therapy; Internal medicine; Older people; Weight loss; Gerontology; Nursing homes; Obesity; Nursing; Alternative medicine","authors":[{"name":"Olga Theou","is_ca":true},{"name":"Kulapong Jayanama","is_ca":true},{"name":"Julio Fernández Garrido","is_ca":false},{"name":"Cristina Buigues","is_ca":false},{"name":"Leo Pruimboom","is_ca":false},{"name":"A.J. Hoogland","is_ca":false},{"name":"Rut Navarro-Martínez","is_ca":false},{"name":"Kenneth Rockwood","is_ca":true},{"name":"Omar Cauli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0360420234231306,"gpt":0.3103140730748742,"spread":0.2742720496517436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007788464,0.0003756797,0.0009472665,0.0002433788,0.0001384608,0.000370089,0.0002849031,0.0008820851,0.003378898],"category_scores_gemma":[0.001107677,0.0001775861,0.0005192586,0.0001402995,0.0002596051,0.0003251735,0.0002433897,0.0007277729,0.0002030036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042894,"about_ca_system_score_gemma":0.000273806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002190923,"about_ca_topic_score_gemma":0.0005513135,"domain_scores_codex":[0.9998399,0.0000696187,0.00001644985,0.00002438445,0.00003157964,0.00001803233],"domain_scores_gemma":[0.9996419,0.0001226896,0.0001393642,0.00001544872,0.00003332293,0.00004728323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.2966902,0.05549043,0.01066719,0.01830964,0.002337823,0.0003031716,0.0004402262,0.0004980169,0.1696408,0.0003191761,0.001192422,0.444111],"study_design_scores_gemma":[0.07208436,0.8134111,0.06200449,0.001365651,0.003493669,0.0004112628,0.000366496,0.00066378,0.0376888,0.0002996445,0.008169887,0.00004096442],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834086,0.01421598,0.0004295175,0.0004200448,0.0001895862,0.0005290476,0.000109739,0.00001826246,0.0006792206],"genre_scores_gemma":[0.9820805,0.01243655,0.002584032,0.0007236249,0.0002533774,0.0004955715,0.0001337303,0.000005674245,0.001287062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003378898,"threshold_uncertainty_score":0.01130354,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2474113282","doi":"10.14283/jfa.2016.87","title":"THE ROLE OF NUTRITION IN FRAILTY: AN OVERVIEW","year":2016,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Medicine; Gerontology; Micronutrient; Intervention (counseling); Environmental health; Pathology; Psychiatry","authors":[{"name":"Sabine Goisser","is_ca":false},{"name":"Sophie Guyonnet","is_ca":false},{"name":"Dorothee Volkert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1713666477039952,"gpt":0.4523877713250538,"spread":0.2810211236210586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00110177,0.001317669,0.002902699,0.004097043,0.0003451221,0.001688841,0.001115522,0.001876488,0.003106605],"category_scores_gemma":[0.001504815,0.0004084965,0.001251585,0.004179554,0.0006325657,0.002062732,0.001462494,0.001981099,0.0008109168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008227058,"about_ca_system_score_gemma":0.001893197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002577555,"about_ca_topic_score_gemma":0.004400969,"domain_scores_codex":[0.9996362,0.00006048418,0.00008396235,0.00007391634,0.0001130658,0.00003231106],"domain_scores_gemma":[0.9992082,0.0004443896,0.000139348,0.00001283321,0.0001381193,0.00005707733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001882578,0.0001467188,0.000758642,0.05930541,0.0004671821,0.0002962728,0.0001177976,0.0002944009,0.0007186961,0.001957375,0.01829224,0.9174569],"study_design_scores_gemma":[0.000110737,0.0003995554,0.0069248,0.05055548,0.001771306,0.003380578,0.0003488737,0.0003348368,0.0004034351,0.004286986,0.9313811,0.0001024025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000526804,0.9995775,0.00003274405,0.0001263465,0.00006993337,0.000001840469,0.000008673615,0.000001608318,0.0001287461],"genre_scores_gemma":[0.0002568035,0.999392,0.0000702471,0.00008343059,0.0001270985,0.00000259132,0.000008938609,3.047865e-7,0.00005852758],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004097043,"threshold_uncertainty_score":0.01039261,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206339045","doi":"10.14283/jfa.2021.51","title":"Nutrition and Physical Activity Clinical Practice Guidelines for Older Adults Living with Frailty","year":2021,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Research Institute for Aging; University of Waterloo; Queen's University; McMaster University; Alberta Health Services; Université Laval; University of Alberta; University of New Brunswick; University of Calgary","funders":"Canadian Frailty Network; Government of Canada; McMaster University","keywords":"Psychological intervention; Medicine; Gerontology; Quality of life (healthcare); Sarcopenia; Physical fitness; Physical therapy; Systematic review; MEDLINE; Physical medicine and rehabilitation; Nursing","authors":[{"name":"Amanda L. Lorbergs","is_ca":false},{"name":"Jeanette Prorok","is_ca":false},{"name":"Jayna Holroyd‐Leduc","is_ca":true},{"name":"Danielle R. B̀ouchard","is_ca":true},{"name":"Anik Giguère","is_ca":true},{"name":"Leah Gramlich","is_ca":true},{"name":"Heather Keller","is_ca":true},{"name":"Ada Tang","is_ca":true},{"name":"Megan Racey","is_ca":true},{"name":"Muhammad Usman Ali","is_ca":true},{"name":"Donna Fitzpatrick‐Lewis","is_ca":true},{"name":"Diana Sherifali","is_ca":true},{"name":"P. Kim","is_ca":false},{"name":"John Muscedere","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09090625062801617,"gpt":0.4253074703363456,"spread":0.3344012197083295,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05093331,0.002537318,0.004486359,0.01294047,0.002355127,0.003895594,0.00827405,0.009838516,0.00547509],"category_scores_gemma":[0.1477703,0.001495069,0.006796524,0.00875738,0.001607275,0.003225175,0.006121618,0.009432943,0.004311649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008959552,"about_ca_system_score_gemma":0.04117418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03938963,"about_ca_topic_score_gemma":0.04323325,"domain_scores_codex":[0.9500114,0.02106822,0.01821054,0.00180803,0.007510883,0.001391036],"domain_scores_gemma":[0.8715343,0.03388022,0.01670213,0.002492662,0.07113789,0.004252735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003348198,0.0006017343,0.006437312,0.05138219,0.0009491668,0.0005638129,0.002141373,0.003080931,0.0006417554,0.008520178,0.4603254,0.4650214],"study_design_scores_gemma":[0.001392229,0.0004150138,0.01414204,0.3314046,0.002489677,0.0007491054,0.001525474,0.004317947,0.0008222258,0.01819836,0.6241841,0.0003593342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.006403089,0.3592398,0.1158174,0.3879635,0.02044418,0.03593061,0.02174749,0.00278019,0.04967374],"genre_scores_gemma":[0.04474232,0.2084319,0.5827219,0.06993935,0.004296995,0.05885776,0.0215813,0.0005081221,0.008920346],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05093331,"threshold_uncertainty_score":0.2693642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2899192278","doi":"10.14283/jfa.2018.30","title":"Social and Societal Implications of Frailty, Including Impact on Canadian Healthcare Systems","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Manitoba; Dalhousie University; Université Laval; University of Waterloo; Mount Saint Vincent University; Université de Moncton","funders":"","keywords":"Gerontology; Action (physics); Intervention (counseling); Medicine; Social policy; Health care; Social determinants of health; Call to action; Health policy; Public relations; Economic growth; Public health; Nursing; Political science; Business","authors":[{"name":"Melissa K. Andrew","is_ca":false},{"name":"Suzanne Dupuis‐Blanchard","is_ca":true},{"name":"Colleen J. Maxwell","is_ca":true},{"name":"Anik Giguère","is_ca":true},{"name":"Janice Keefe","is_ca":true},{"name":"Kenneth Rockwood","is_ca":true},{"name":"Philip St. John","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1085213649204615,"gpt":0.40654136233262,"spread":0.2980199974121585,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002483378,0.0003310106,0.0004412399,0.002290539,0.01438426,0.004666137,0.001325552,0.001034054,0.006379652],"category_scores_gemma":[0.009868699,0.000163788,0.0006745569,0.003515094,0.003884822,0.001950094,0.005318433,0.001774328,0.0001359295],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1228687,"about_ca_system_score_gemma":0.2107473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9922379,"about_ca_topic_score_gemma":0.9964127,"domain_scores_codex":[0.9961778,0.0005119354,0.0001337057,0.0001538016,0.001071407,0.001951371],"domain_scores_gemma":[0.9952821,0.0005028994,0.0004511132,0.00009006504,0.001881862,0.001791971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001769228,0.0001570335,0.3537444,0.001338957,0.0003359203,0.002635212,0.05773488,0.003607783,0.0008596464,0.2320608,0.08919347,0.2581548],"study_design_scores_gemma":[0.00003084415,0.0001025068,0.7102661,0.002235781,0.0002749743,0.0006710285,0.08873095,0.001938431,0.0003294366,0.02786996,0.1673208,0.0002291449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4738633,0.02847974,0.001420191,0.2428621,0.0008361575,0.0002438951,0.003770376,0.00007142786,0.2484529],"genre_scores_gemma":[0.9835287,0.009402862,0.0005860882,0.003196644,0.000118971,0.00003490962,0.0002760561,0.000007351995,0.002848336],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8771313,"threshold_uncertainty_score":0.8914788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2472790392","doi":"10.14283/jfa.2014.18","title":"FRAILTY AND PRE-FRAILTY IN A CONTEMPORARY COHORT OF HIV-INFECTED ADULTS","year":2014,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Domtar (Canada)","funders":"National Institutes of Health","keywords":"Medicine; Multivariate analysis; Cohort study; Depression (economics); Gerontology; Prospective cohort study; Population; Cohort; Weight loss; Odds ratio; Internal medicine; Obesity","authors":[{"name":"Nazlıcan Önen","is_ca":false},{"name":"Pragna Patel","is_ca":false},{"name":"Jason V. Baker","is_ca":true},{"name":"Lois Conley","is_ca":false},{"name":"John T. Brooks","is_ca":false},{"name":"Timothy J. Bush","is_ca":false},{"name":"Keith Henry","is_ca":false},{"name":"John Hammer","is_ca":false},{"name":"Erna M. Kojic","is_ca":false},{"name":"Edgar T. Overton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03143659304984314,"gpt":0.3203862549819075,"spread":0.2889496619320643,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003193198,0.0002705086,0.0004318402,0.0007155007,0.001250324,0.001033165,0.0003759147,0.0006157517,0.00166294],"category_scores_gemma":[0.001505781,0.0003367776,0.0004003597,0.00106359,0.0003599397,0.001065113,0.0007652973,0.001150678,0.0002073915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003052412,"about_ca_system_score_gemma":0.0003897532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01651502,"about_ca_topic_score_gemma":0.01900822,"domain_scores_codex":[0.9998038,0.00002894909,0.0000188495,0.00005471392,0.0000352028,0.00005856688],"domain_scores_gemma":[0.9995354,0.00005300206,0.0001354857,0.00003302098,0.00005180281,0.0001912235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006092585,0.00005515668,0.9988777,0.000003064328,0.00002618282,0.00008281594,0.0002182939,0.00001369063,0.00006051892,0.00001482746,0.0000504588,0.0005362738],"study_design_scores_gemma":[0.000003983855,0.00008862189,0.9985442,0.000005508436,0.00001828404,0.0002409388,0.0008676051,0.0001017041,0.000008968232,0.00002977801,0.00008671423,0.000003775088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994888,0.000160125,0.00001775711,0.00003707646,0.000003700389,0.000003155364,0.00009389174,7.077877e-7,0.0001947112],"genre_scores_gemma":[0.9995433,0.0001256231,0.00001863652,0.0000387185,0.00001009956,0.000004046864,0.0001413549,6.292314e-7,0.0001175946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01651502,"threshold_uncertainty_score":0.03283775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3016059236","doi":"10.14283/jfa.2020.13","title":"Multi-Component Exercise with High-Intensity, Free-Weight, Functional Resistance Training in Pre-Frail Females: A Quasi-Experimental, Pilot Study","year":2020,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Isometric exercise; Physical therapy; Grip strength; Physical medicine and rehabilitation; Functional training; Strength training; Balance (ability); Aerobic exercise; Physical strength; Randomized controlled trial; Leg press; Resistance training; Internal medicine","authors":[{"name":"Nick W. Bray","is_ca":true},{"name":"Graeme Jones","is_ca":true},{"name":"Kathy L. Rush","is_ca":true},{"name":"Charlotte Jones","is_ca":true},{"name":"Jennifer M. Jakobi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09636957188991054,"gpt":0.3012615394652813,"spread":0.2048919675753708,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005706224,0.00135844,0.001596453,0.001092664,0.001995358,0.0006004763,0.001205688,0.001336645,0.004120077],"category_scores_gemma":[0.003066727,0.001027876,0.001225162,0.000450921,0.001370599,0.0008665398,0.001012091,0.001262308,0.0008609125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005119325,"about_ca_system_score_gemma":0.002475825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002812386,"about_ca_topic_score_gemma":0.004569665,"domain_scores_codex":[0.9975123,0.001205832,0.0001658679,0.0003337402,0.0002620341,0.0005200814],"domain_scores_gemma":[0.9976212,0.0006036065,0.0002589721,0.0004081443,0.0003154921,0.0007924945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.04689676,0.8910029,0.0198231,0.000645246,0.0001997714,0.0002759262,0.002883811,0.000264805,0.01186966,0.0001216002,0.0005477485,0.02546866],"study_design_scores_gemma":[0.04260846,0.8972244,0.05556835,0.00005959249,0.0001500906,0.0001188908,0.001373996,0.000372343,0.001268489,0.00009588969,0.00112464,0.00003477876],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943724,0.00006297371,0.0003572358,0.000046143,0.00002929326,0.004772798,0.00009804881,0.00001375161,0.0002473769],"genre_scores_gemma":[0.9660746,0.0003991413,0.006935805,0.0004375717,0.0002050754,0.02358225,0.0004254942,0.00001213942,0.001927694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005706224,"threshold_uncertainty_score":0.03017771,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898825519","doi":"10.14283/jfa.2018.29","title":"Implementing Frailty Measures in the Canadian Healthcare System","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Alberta Health Services; Research Institute for Aging; University of Waterloo; Alberta Health; University of Alberta","funders":"","keywords":"Operationalization; Health care; Medicine; Appeal; Vulnerability (computing); Gerontology; Nursing; Medical education; Computer science; Computer security; Political science","authors":[{"name":"Darryl Rolfson","is_ca":true},{"name":"George Heckman","is_ca":true},{"name":"Sean M. Bagshaw","is_ca":true},{"name":"Deirdre A. Robertson","is_ca":true},{"name":"John P. Hirdes","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07071597779522132,"gpt":0.3423220452515631,"spread":0.2716060674563418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02946166,0.0008400773,0.001006552,0.005741511,0.01707337,0.007532811,0.007000341,0.001801767,0.004445728],"category_scores_gemma":[0.0642774,0.0007543094,0.001887944,0.008840872,0.004298184,0.002946986,0.009432172,0.002905131,0.0006218908],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2946265,"about_ca_system_score_gemma":0.6030759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9967589,"about_ca_topic_score_gemma":0.9970688,"domain_scores_codex":[0.9663849,0.006780827,0.002566334,0.002107647,0.01497096,0.007189216],"domain_scores_gemma":[0.9192225,0.005449387,0.003086368,0.002726748,0.05122356,0.01829149],"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":[0.000300945,0.0003810783,0.1866909,0.002731169,0.0006000733,0.0005537513,0.01981101,0.00763546,0.0009507191,0.03766749,0.2540303,0.4886471],"study_design_scores_gemma":[0.0002739155,0.0005523301,0.6400508,0.00625696,0.0004299614,0.0002040245,0.01954981,0.008358868,0.000929089,0.01098447,0.3117598,0.0006499561],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2615001,0.0286832,0.01924822,0.4660523,0.003538148,0.005985582,0.01948707,0.002495245,0.1930101],"genre_scores_gemma":[0.8616841,0.01510841,0.07307932,0.0295995,0.0004554606,0.002082149,0.007433442,0.0003309283,0.01022669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2946265,"threshold_uncertainty_score":0.8181333,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3022265944","doi":"10.14283/jfa.2020.24","title":"Implementation of the Integrated Care of Older People (ICOPE) App in Primary Care: New Technologies in Geriatric Care During Quarantine of COVID-19 and Beyond","year":2021,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Medicine; Pandemic; Quarantine; Isolation (microbiology); Transmission (telecommunications); Population; Coronavirus disease 2019 (COVID-19); Health care; Psychological intervention; Global health; Family medicine; Public health; Nursing; Economic growth; Environmental health; Disease; Infectious disease (medical specialty); Internal medicine; Pathology","authors":[{"name":"Dolores Sánchez‐Rodríguez","is_ca":false},{"name":"Cédric Annweiler","is_ca":true},{"name":"Sophie Gillain","is_ca":false},{"name":"Bruno Vellas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01142682466836067,"gpt":0.2878757431646378,"spread":0.2764489184962771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002463813,0.000309944,0.0003718221,0.000331116,0.0008505673,0.001556804,0.0006275346,0.0009086589,0.007966779],"category_scores_gemma":[0.01015813,0.000195541,0.0005531697,0.0002236785,0.0004204179,0.001510028,0.002605907,0.001555586,0.001608493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000722408,"about_ca_system_score_gemma":0.003913312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005053677,"about_ca_topic_score_gemma":0.01416462,"domain_scores_codex":[0.9987788,0.0003943703,0.0001041264,0.0001448673,0.0003307571,0.0002470429],"domain_scores_gemma":[0.9954333,0.001193519,0.0003967544,0.0003281177,0.0009337643,0.001714546],"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":[0.00103013,0.003020762,0.1278889,0.001038449,0.00008203519,0.001248697,0.01056811,0.0002359015,0.003853635,0.001170285,0.09340176,0.7564613],"study_design_scores_gemma":[0.0009107932,0.01055582,0.5285591,0.00522129,0.0005364228,0.003461232,0.02227535,0.005071276,0.006638388,0.004250906,0.4122182,0.0003012807],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8186827,0.004600783,0.01865233,0.04373687,0.00303902,0.002586648,0.003098917,0.005250926,0.1003518],"genre_scores_gemma":[0.9125857,0.002791866,0.05283539,0.01403257,0.0005765018,0.001059971,0.001239927,0.0002356606,0.0146424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007966779,"threshold_uncertainty_score":0.02665156,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4226087830","doi":"10.14283/jfa.2022.21","title":"Recommendations for Reducing Heterogeneity in Handgrip Strength Protocols","year":2022,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; Public Health Agency of Canada","funders":"","keywords":"Protocol (science); Consistency (knowledge bases); Measure (data warehouse); Dynamometer; Medicine; Risk analysis (engineering); Function (biology); Instrumentation (computer programming); Reliability engineering; Computer science; Data mining; Artificial intelligence; Engineering; Pathology; Mechanical engineering; Alternative medicine","authors":[{"name":"Ryan McGrath","is_ca":false},{"name":"P M Cawthon","is_ca":false},{"name":"Brian C. Clark","is_ca":false},{"name":"Roger A. Fielding","is_ca":false},{"name":"Justin J. Lang","is_ca":true},{"name":"Grant R. Tomkinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1781016574383928,"gpt":0.4399035923280455,"spread":0.2618019348896528,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4697993,0.003525103,0.005373587,0.01379014,0.003667644,0.01000274,0.01776115,0.02127928,0.03332966],"category_scores_gemma":[0.7754403,0.004897956,0.01891532,0.01104577,0.004669996,0.0151179,0.009540131,0.02079914,0.01552713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01005486,"about_ca_system_score_gemma":0.06232468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02233515,"about_ca_topic_score_gemma":0.02536227,"domain_scores_codex":[0.4757614,0.3146049,0.1389322,0.00894226,0.0559767,0.005782678],"domain_scores_gemma":[0.1598411,0.4915581,0.04716353,0.0478276,0.2427213,0.01088847],"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":[0.00117945,0.0006352756,0.003953117,0.04300981,0.001398387,0.000379177,0.004819038,0.00146493,0.0009415794,0.01251971,0.5252435,0.404456],"study_design_scores_gemma":[0.00410776,0.0007085943,0.01492852,0.2324886,0.003098382,0.0004949862,0.004987438,0.002541742,0.002811147,0.03144564,0.7014924,0.0008947098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0061699,0.05301189,0.1664858,0.4889571,0.04617317,0.149638,0.02775449,0.007691222,0.05411841],"genre_scores_gemma":[0.01292241,0.01827268,0.6097999,0.1132021,0.004896637,0.2187753,0.008398941,0.001611989,0.01211997],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4697993,"threshold_uncertainty_score":0.653832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3033028695","doi":"10.14283/jfa.2020.29","title":"Preventing Frailty Progression During the Covid-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Boniface Hospital; University of Manitoba","funders":"","keywords":"Pandemic; Vulnerability (computing); Social isolation; Coronavirus disease 2019 (COVID-19); Gerontology; Psychological resilience; Isolation (microbiology); Medicine; Malnutrition; Depression (economics); Quality of life (healthcare); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Psychiatry; Disease; Nursing","authors":[{"name":"Kevin F. Boreskie","is_ca":true},{"name":"Jacqueline Hay","is_ca":true},{"name":"Todd A. Duhamel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08631352255626476,"gpt":0.3641812718916815,"spread":0.2778677493354167,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008304208,0.0003316784,0.0004366892,0.0004584453,0.0009858909,0.000576755,0.0004227818,0.0007524851,0.002217137],"category_scores_gemma":[0.004338409,0.00009564612,0.0003997918,0.0001706793,0.0001744156,0.0005443391,0.001667654,0.000918793,0.0004974508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006039614,"about_ca_system_score_gemma":0.001578559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007102354,"about_ca_topic_score_gemma":0.01602007,"domain_scores_codex":[0.9997081,0.00007252051,0.00002397172,0.00002102075,0.00005175161,0.0001226676],"domain_scores_gemma":[0.9992561,0.000040899,0.0001328804,0.00002448716,0.0001330667,0.0004125236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00118958,0.002119529,0.2212021,0.001109745,0.0002753319,0.0008854524,0.002012322,0.0007764528,0.003177414,0.002030543,0.08369593,0.6815256],"study_design_scores_gemma":[0.0003501151,0.006062326,0.9029477,0.003808222,0.0003549245,0.001605213,0.002286429,0.001698607,0.001413623,0.004585473,0.07482531,0.00006212304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8946625,0.03585934,0.002907465,0.0276978,0.001459959,0.0004562777,0.001086111,0.0002982592,0.03557226],"genre_scores_gemma":[0.9759567,0.01140789,0.002851921,0.004691966,0.0008729154,0.0002853522,0.0008052828,0.00001611176,0.003111752],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007102354,"threshold_uncertainty_score":0.01412201,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3139264819","doi":"10.14283/jfa.2021.22","title":"Implementation of the Integrated Care of Older People (ICOPE) App and ICOPE Monitor in Primary Care: A Study Protocol","year":2021,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Medicine; Gerontology; Quality of life (healthcare); Institutionalisation; Vitality; Cohort; Mental health; Telephone interview; Physical therapy; Psychiatry; Nursing","authors":[{"name":"Dolores Sánchez‐Rodríguez","is_ca":false},{"name":"Sébastien Piccard","is_ca":false},{"name":"Nadia Dardenne","is_ca":false},{"name":"Didier Giet","is_ca":false},{"name":"Cédric Annweiler","is_ca":true},{"name":"Sophie Gillain","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01654190204518867,"gpt":0.3332069721809543,"spread":0.3166650701357656,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0266101,0.00304103,0.005537134,0.002870118,0.006053093,0.003245635,0.003913254,0.004647505,0.04442266],"category_scores_gemma":[0.01514419,0.003340082,0.004508519,0.00279558,0.002189299,0.0034161,0.003046636,0.006978303,0.01226432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009260311,"about_ca_system_score_gemma":0.03854528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112324,"about_ca_topic_score_gemma":0.0185357,"domain_scores_codex":[0.9883057,0.005676617,0.001813638,0.001579684,0.001166572,0.001457785],"domain_scores_gemma":[0.9878225,0.00231427,0.001644801,0.001350823,0.004138754,0.002728867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2142034,0.182278,0.03835731,0.08619718,0.002207811,0.002852122,0.0145844,0.005302587,0.005082996,0.01172909,0.1667511,0.2704541],"study_design_scores_gemma":[0.3490026,0.1105364,0.1624476,0.03969667,0.002021741,0.0006900948,0.01365627,0.004821693,0.003327909,0.01012413,0.3026067,0.001068232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002470372,0.0001184173,0.0009394937,0.0001281039,0.00006355184,0.9937783,0.001878638,0.00002980123,0.0005931857],"genre_scores_gemma":[0.001064222,0.00008167856,0.001060016,0.00008711137,0.00001379017,0.9972579,0.0002749085,0.000001960352,0.0001583696],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04442266,"threshold_uncertainty_score":0.1486086,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285134036","doi":"10.14283/jfa.2022.42","title":"Preoperative Rehabilitation Is Feasible in the Weeks Prior to Surgery and Significantly Improves Functional Performance","year":2022,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"National Institute on Aging; VA Pittsburgh Healthcare System; Office of Research and Development; U.S. Department of Veterans Affairs","keywords":"Prehabilitation; Medicine; Physical therapy; Rehabilitation; Coaching; Physical medicine and rehabilitation","authors":[{"name":"Daniel E. Hall","is_ca":false},{"name":"Ada O. Youk","is_ca":false},{"name":"Kelly Allsup","is_ca":false},{"name":"Kevin Kennedy","is_ca":false},{"name":"Thomas Byard","is_ca":false},{"name":"Rajeev Dhupar","is_ca":false},{"name":"Dachen Chu","is_ca":false},{"name":"A. Mansoor Rahman","is_ca":true},{"name":"Marian Wilson","is_ca":false},{"name":"Lawrence P. Cahalin","is_ca":false},{"name":"Jonathan Afilalo","is_ca":true},{"name":"Daniel E. Forman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03270938439015884,"gpt":0.2786560425181814,"spread":0.2459466581280226,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005226949,0.000303565,0.0006357927,0.0001820242,0.0001789466,0.0002682694,0.0001507995,0.0003119941,0.003396788],"category_scores_gemma":[0.0009412541,0.0001059577,0.0005200117,0.0001433997,0.0001972386,0.0001835758,0.0002674706,0.0005142939,0.0002677346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001539309,"about_ca_system_score_gemma":0.0005806822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003228247,"about_ca_topic_score_gemma":0.00148694,"domain_scores_codex":[0.9997992,0.00006811492,0.00002497489,0.00002845753,0.00004115339,0.0000381246],"domain_scores_gemma":[0.9994776,0.0001226518,0.0002023939,0.00003118807,0.00002954889,0.0001366658],"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":[0.1979324,0.06423368,0.07037532,0.003614321,0.001064458,0.0002009224,0.0002099987,0.002098377,0.03997594,0.000201174,0.00298058,0.6171128],"study_design_scores_gemma":[0.03652156,0.4680602,0.4816015,0.0005576996,0.0004968562,0.0005180439,0.0001596157,0.001715312,0.007100845,0.0001959476,0.003032103,0.0000403673],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959899,0.001500456,0.0006512394,0.0001676191,0.00004708456,0.0004649119,0.0001525167,0.00004070417,0.0009854587],"genre_scores_gemma":[0.9959707,0.0008091485,0.00170624,0.0001238017,0.00007181352,0.0006875671,0.0001829812,0.000003435113,0.0004442307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003396788,"threshold_uncertainty_score":0.01136339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2995593738","doi":"10.14283/jfa.2019.43","title":"Moving Towards Common Data Elements and Core Outcome Measures in Frailty Research","year":2020,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"International Federation on Ageing; University of Toronto; Dalhousie University; University of Waterloo; University of Alberta; Indoc Research; Ottawa Hospital; Kingston General Hospital; Research Institute for Aging; McGill University; Queen's University","funders":"Canadian Frailty Network; Government of Canada","keywords":"Conceptualization; Gerontology; Medicine; Computer science; Artificial intelligence","authors":[{"name":"John Muscedere","is_ca":true},{"name":"Jonathan Afilalo","is_ca":true},{"name":"Islène Araujo de Carvalho","is_ca":false},{"name":"Matteo Cesari","is_ca":false},{"name":"Andrew Clegg","is_ca":false},{"name":"H.E. Eriksen","is_ca":false},{"name":"Kenneth Evans","is_ca":true},{"name":"George Heckman","is_ca":true},{"name":"John P. Hirdes","is_ca":true},{"name":"P.M. Kim","is_ca":false},{"name":"Blanca Laffón","is_ca":false},{"name":"Joanne Lynn","is_ca":false},{"name":"Finbarr C. Martin","is_ca":false},{"name":"Jeanette Prorok","is_ca":false},{"name":"Kenneth Rockwood","is_ca":true},{"name":"L. Rodrigues Mañas","is_ca":false},{"name":"Darryl Rolfson","is_ca":true},{"name":"George L. Shaw","is_ca":true},{"name":"Beverley Shea","is_ca":true},{"name":"Samir K. Sinha","is_ca":true},{"name":"Olga Theou","is_ca":true},{"name":"Peter Tugwell","is_ca":true},{"name":"Vanessa Valdiglesias","is_ca":false},{"name":"Bruno Vellas","is_ca":false},{"name":"Nicola Veronese","is_ca":false},{"name":"Lindsay Wallace","is_ca":true},{"name":"Paula Williamson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5135187113229721,"gpt":0.4801126207801166,"spread":0.03340609054285554,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8688021,0.003584369,0.01292048,0.02819251,0.009306038,0.03986686,0.01919507,0.01862321,0.003504116],"category_scores_gemma":[0.8093886,0.004863892,0.01234984,0.03503728,0.04640852,0.05078131,0.05828009,0.07397234,0.001953378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06042742,"about_ca_system_score_gemma":0.2076186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05867693,"about_ca_topic_score_gemma":0.04590261,"domain_scores_codex":[0.1246622,0.6389936,0.1259019,0.02197113,0.08342008,0.005051058],"domain_scores_gemma":[0.047886,0.6384392,0.04573137,0.09395855,0.1601812,0.01380354],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008037835,0.0003677409,0.01102159,0.04428967,0.002294691,0.000276577,0.02372977,0.002595701,0.001001787,0.4547931,0.08284179,0.3759837],"study_design_scores_gemma":[0.0005908309,0.0009711981,0.01478373,0.1286563,0.001209648,0.0004030542,0.01035811,0.003543447,0.001293596,0.4208498,0.4164353,0.0009048234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.005177054,0.06508435,0.3184717,0.5618437,0.0221005,0.009985102,0.003377609,0.0006788237,0.01328128],"genre_scores_gemma":[0.04247991,0.03264779,0.7414391,0.1424452,0.01090426,0.02249794,0.005505873,0.0005542019,0.001525727],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1311979,"threshold_uncertainty_score":0.4384336,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2954483077","doi":"10.14283/jfa.2019.25","title":"Comparison of Frailty Scores in Newly Diagnosed Patients with Multiple Myeloma: A Review","year":2019,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Multiple myeloma; Frailty Index; Usability; Operationalization; Disease; Internal medicine; Physical therapy; Intensive care medicine","authors":[{"name":"Hira Mian","is_ca":true},{"name":"Melissa Brouwers","is_ca":true},{"name":"C. Tom Kouroukis","is_ca":true},{"name":"Tanya M. Wildes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.118532267341272,"gpt":0.4149831246082071,"spread":0.2964508572669351,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001915105,0.0008932294,0.002887853,0.005532758,0.0002205149,0.001109485,0.001120214,0.0008378348,0.002222634],"category_scores_gemma":[0.006479573,0.000334808,0.001881178,0.004987544,0.0004121601,0.00118645,0.0006923091,0.0008735882,0.0003395999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008096911,"about_ca_system_score_gemma":0.001996261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002844793,"about_ca_topic_score_gemma":0.003753611,"domain_scores_codex":[0.9993381,0.0001402156,0.0002289172,0.0001038275,0.0001638908,0.00002499448],"domain_scores_gemma":[0.9963427,0.002677116,0.0004688072,0.000042215,0.0004011915,0.00006797421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002136393,0.00005171275,0.001639974,0.1267189,0.001163684,0.00007662719,0.0001163911,0.0002243452,0.0001599635,0.0007115442,0.008882605,0.8600406],"study_design_scores_gemma":[0.000233822,0.000778812,0.04225897,0.3635462,0.0141147,0.004140176,0.0006735372,0.0005852774,0.0007440667,0.003336088,0.5694063,0.0001820203],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001480213,0.999597,0.00002631871,0.00006926765,0.00003561135,0.000004363433,0.00002619288,0.000001757819,0.00009144682],"genre_scores_gemma":[0.001428739,0.9982589,0.0001085732,0.00006317013,0.00004887432,0.00001032503,0.00004544947,9.265963e-7,0.00003495579],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005532758,"threshold_uncertainty_score":0.0101282,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2981474998","doi":"10.14283/jfa.2019.37","title":"The Influence of Lifestyle Behaviors on the Incidence of Frailty","year":2020,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nova Scotia Health Authority","funders":"National Institute on Aging","keywords":"Medicine; Incidence (geometry); Confidence interval; Gerontology; Odds ratio; Cohort; Logistic regression; Cohort study; Demography; Population; Odds; Environmental health; Internal medicine","authors":[{"name":"Miguel Germán Borda","is_ca":false},{"name":"Mario Ulises Pérez‐Zepeda","is_ca":true},{"name":"Rafael Samper‐Ternent","is_ca":false},{"name":"Carlos Cano","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03566426776409503,"gpt":0.3067401817074047,"spread":0.2710759139433097,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001085677,0.0002032796,0.0001849668,0.000570022,0.0002426283,0.0004481045,0.0002143079,0.0002339009,0.001525486],"category_scores_gemma":[0.004164988,0.0001277639,0.0005206229,0.0004648139,0.0001947723,0.0002278032,0.0003227874,0.0003906029,0.0001283712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002675476,"about_ca_system_score_gemma":0.0002886028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005899782,"about_ca_topic_score_gemma":0.005596829,"domain_scores_codex":[0.9996458,0.0001254901,0.00002871231,0.00006632361,0.00005753971,0.00007603772],"domain_scores_gemma":[0.9975374,0.0004881253,0.001201403,0.0001991593,0.0002198253,0.0003541044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001678053,0.000033489,0.9975913,0.000006957931,0.00007142535,0.00001500461,0.00003504142,0.00004069473,0.00008187426,0.00001122218,0.00003694683,0.00190824],"study_design_scores_gemma":[0.000001242859,0.00004030589,0.999814,0.000002255749,0.00001558509,0.00001768597,0.00001306422,0.00004803266,0.00001069805,0.000007027109,0.00002941783,7.014337e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987342,0.0003187465,0.00008196697,0.0000543932,0.000003817469,0.000005703738,0.0002830903,0.000003592037,0.0005145537],"genre_scores_gemma":[0.9996045,0.00008921437,0.00004399881,0.000008033482,0.00000486007,0.000004046788,0.0001480145,0.000001059732,0.00009629947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005899782,"threshold_uncertainty_score":0.01173091,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2999408826","doi":"10.14283/jfa.2020.2","title":"The Need to Implement Frailty in the International Classification of Disease (ICD)","year":2020,"lang":"en","type":"editorial","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Disease; Gerontology; Population ageing; Health care; Population; Cognition; Environmental health; Pathology; Psychiatry; Economic growth","authors":[{"name":"John Muscedere","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04629547093713479,"gpt":0.3506282991168177,"spread":0.3043328281796829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01693068,0.003092873,0.004120635,0.004268701,0.003288247,0.008138477,0.00408179,0.01713042,0.01117731],"category_scores_gemma":[0.05326029,0.000995194,0.002925986,0.001761465,0.003336087,0.005897176,0.001948023,0.02553482,0.01083436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002580499,"about_ca_system_score_gemma":0.004459893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001857115,"about_ca_topic_score_gemma":0.004361198,"domain_scores_codex":[0.9904358,0.00199752,0.001581363,0.0007655986,0.00482425,0.0003953312],"domain_scores_gemma":[0.9347024,0.03147873,0.003401247,0.001492405,0.02372634,0.005198875],"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":[0.00003433514,0.0000174532,0.00005270612,0.0004422996,0.0000209359,0.0000938169,0.00003296576,0.00002398571,0.00005809118,0.0004492652,0.9807505,0.01802364],"study_design_scores_gemma":[0.00005883039,0.00005974635,0.0005967736,0.001590138,0.00008064423,0.0003325958,0.0000885625,0.0001589845,0.00008586638,0.001501644,0.9954124,0.00003389831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002407666,0.004553072,0.0001491082,0.0239955,0.9703712,0.00002857307,0.00003173828,0.00004090621,0.0008057593],"genre_scores_gemma":[0.0001747382,0.003826365,0.0001474178,0.01032759,0.9836699,0.00002172512,0.00002155345,0.00001827292,0.001792432],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01713042,"threshold_uncertainty_score":0.08953911,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2465901264","doi":"10.14283/jfa.2014.1","title":"AGE, OBESITY, SARCOPENIA, AND PROXIMITY TO DEATH EXPLAIN REDUCED MEAN MUSCLE ATTENUATION IN PATIENTS WITH ADVANCED CANCER","year":2014,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Sarcopenia; Wasting; Skeletal muscle; Cachexia; Cancer; Adipose tissue; Internal medicine; Lumbar; Surgery","authors":[{"name":"Nina Esfandiari","is_ca":true},{"name":"Sunita Ghosh","is_ca":false},{"name":"Carla M. Prado","is_ca":false},{"name":"L Martin","is_ca":false},{"name":"Vera C. Mazurak","is_ca":false},{"name":"Vickie E. Baracos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03596789228123147,"gpt":0.3264346459509721,"spread":0.2904667536697406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003678866,0.0003957113,0.00054596,0.000476642,0.0003812471,0.0006529285,0.0003213011,0.0006261028,0.002525193],"category_scores_gemma":[0.003019627,0.0002383869,0.0005220208,0.0007798764,0.000238556,0.00050571,0.000486207,0.0007323411,0.0002782272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962644,"about_ca_system_score_gemma":0.0002395984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003165148,"about_ca_topic_score_gemma":0.004024391,"domain_scores_codex":[0.9998392,0.00004119085,0.0000190955,0.00004403802,0.00002243967,0.00003413708],"domain_scores_gemma":[0.9990379,0.0002561701,0.0003884351,0.00009158195,0.00007287198,0.0001530603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002192409,0.00002806128,0.9976276,0.000009791608,0.00006422207,0.00004835445,0.00004247051,0.00008906748,0.0001892929,0.00001547902,0.00006904401,0.001597433],"study_design_scores_gemma":[0.00000541831,0.00008578139,0.9990851,0.000003872986,0.00006178243,0.000140226,0.00008929624,0.0003411166,0.00002919266,0.00007810984,0.00007745506,0.000002784286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987487,0.0005170782,0.00008997479,0.0000927955,0.00001076464,0.000002688245,0.0001102235,0.000004571747,0.0004233874],"genre_scores_gemma":[0.9996865,0.00006996681,0.0000362063,0.00002030401,0.00001460774,0.000001723323,0.00007758526,0.000001504468,0.0000914762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003165148,"threshold_uncertainty_score":0.008447587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2473062393","doi":"10.14283/jfa.2012.20","title":"CONCURRENCE OF FRAILTY AND PARKINSON’S DISEASE","year":2012,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Parkinson's disease; Gerontology; Disease; Concurrence; Physical medicine and rehabilitation; Internal medicine","authors":[{"name":"Kaitlyn P. Roland","is_ca":true},{"name":"Kayla Cornett","is_ca":false},{"name":"Olga Theou","is_ca":false},{"name":"Jennifer M. Jakobi","is_ca":false},{"name":"G. R. Jones","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04385220589172575,"gpt":0.3107212484302184,"spread":0.2668690425384926,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00157402,0.0001886794,0.0006133441,0.001490093,0.0006335806,0.001152724,0.0003376234,0.0006555108,0.004632602],"category_scores_gemma":[0.01070742,0.0001935857,0.0004342464,0.001288142,0.0006501634,0.000722026,0.001206917,0.0009181782,0.0001664782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005679025,"about_ca_system_score_gemma":0.0008658131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004836423,"about_ca_topic_score_gemma":0.008141214,"domain_scores_codex":[0.9988554,0.0004339268,0.0001686614,0.0001653623,0.0002075109,0.0001692229],"domain_scores_gemma":[0.9930895,0.002942676,0.001970974,0.0004617268,0.0008408197,0.0006943173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000437946,0.00006816413,0.9716985,0.00009661154,0.0002790258,0.002444021,0.0004415208,0.0001530219,0.0005639573,0.002578866,0.0006869209,0.02055147],"study_design_scores_gemma":[0.00002581803,0.0001238506,0.9862956,0.00007538227,0.0001690096,0.005153111,0.0006386893,0.000649094,0.0000858758,0.005612472,0.001150056,0.00002117522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711963,0.01245523,0.0007268961,0.002809864,0.0001429108,0.00001663693,0.0002594204,0.000008685532,0.01238414],"genre_scores_gemma":[0.9986271,0.0008068177,0.0001028468,0.000101532,0.00009436181,0.00000294446,0.00005195721,0.000001119961,0.000211473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004836423,"threshold_uncertainty_score":0.01549757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2912359326","doi":"10.14283/jfa.2017.37","title":"Precipitants of Delirium in Older Inpatients Admitted in Surgery for Post-Fall Hip Fracture: An Observational Study","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McGill University Health Centre; Jewish General Hospital; University Health Network; McGill University","funders":"","keywords":"Medicine; Delirium; Hip fracture; Observational study; Medical record; Medical prescription; Adverse effect; Retrospective cohort study; Geriatrics; Emergency medicine; Cohort study; Physical therapy; Internal medicine; Osteoporosis; Psychiatry","authors":[{"name":"Elise J. Levinoff","is_ca":true},{"name":"A. TRY","is_ca":true},{"name":"J.‐G. Chabot","is_ca":true},{"name":"L. Lee","is_ca":true},{"name":"D. J. Zukor","is_ca":true},{"name":"Olivier Beauchet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1088366552298822,"gpt":0.3672665789126017,"spread":0.2584299236827195,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001328456,0.0003451375,0.0007355799,0.001063927,0.0007011717,0.0008359895,0.0005709134,0.0005471741,0.0008491093],"category_scores_gemma":[0.004464676,0.0005589129,0.0008746556,0.001465859,0.0003462203,0.0005664671,0.0009551684,0.0008727238,0.0001778319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006951549,"about_ca_system_score_gemma":0.00126687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01321323,"about_ca_topic_score_gemma":0.01935778,"domain_scores_codex":[0.9988544,0.0002812945,0.0002163403,0.000201471,0.0002723263,0.0001742094],"domain_scores_gemma":[0.9960427,0.000536054,0.002070027,0.0002525219,0.0004521688,0.0006464326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001132774,0.00008473957,0.9992288,0.00001640671,0.0000542745,0.00005571185,0.00009486454,0.000007598907,0.00005616117,0.000003543948,0.00003054912,0.000254109],"study_design_scores_gemma":[0.00002835412,0.0004240205,0.9985451,0.00001884684,0.00004780646,0.0002464263,0.0004778668,0.000100305,0.00002357167,0.000007499135,0.00007518222,0.000005073433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996046,0.0001183516,0.00003081876,0.00001116149,0.000003367461,0.00002223799,0.000149588,8.032039e-7,0.00005915794],"genre_scores_gemma":[0.9992332,0.0001555608,0.0001002218,0.00003293672,0.00001233829,0.00002772191,0.0003985986,8.15058e-7,0.00003851803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321323,"threshold_uncertainty_score":0.02627259,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2883557118","doi":"10.14283/jfa.2018.18","title":"The Effect of High Dose Vitamin D3 on Physical Performance in Frail Older Adults. A Feasibility Study","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lawson Health Research Institute; Parkwood Institute; Western University","funders":"","keywords":"Medicine; Vitamin D and neurology; Grip strength; Physical therapy; Population; vitamin D deficiency; Vitamin; Preferred walking speed; Gait; Internal medicine","authors":[{"name":"Nick W. Bray","is_ca":true},{"name":"Timothy J. Doherty","is_ca":true},{"name":"Manuel Montero‐Odasso","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02102508229446338,"gpt":0.3427088038937793,"spread":0.3216837215993159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005560132,0.001110083,0.001096816,0.0006410971,0.0006274643,0.0005414335,0.0008002727,0.001423522,0.002064846],"category_scores_gemma":[0.003643348,0.0007415221,0.001604131,0.0005804899,0.0008850199,0.0008823713,0.0009613865,0.001257605,0.0006093825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005340277,"about_ca_system_score_gemma":0.001541966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002485051,"about_ca_topic_score_gemma":0.002824153,"domain_scores_codex":[0.9982715,0.001035672,0.0001358787,0.0001701892,0.0002156603,0.0001711579],"domain_scores_gemma":[0.9970998,0.0008917633,0.0005299105,0.0003139825,0.0003527745,0.0008118195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.6992293,0.1904164,0.05732215,0.001239163,0.001450283,0.0003809157,0.0008751387,0.000379268,0.01286677,0.00008836338,0.0004211653,0.03533105],"study_design_scores_gemma":[0.1124321,0.7558373,0.1288426,0.00006495689,0.0006661695,0.0001752235,0.0001764974,0.0002453808,0.000811043,0.00006825658,0.0006480051,0.0000324115],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974025,0.0003098967,0.0001652699,0.00005259481,0.00001744392,0.001520449,0.0001771868,0.000006294189,0.0003484129],"genre_scores_gemma":[0.9936966,0.0005090081,0.0014371,0.0001726041,0.00007953386,0.003084126,0.0004794461,0.000004437548,0.000537156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005560132,"threshold_uncertainty_score":0.02940512,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2558663865","doi":"10.14283/jfa.2016.108","title":"CAN AN INTERVENTION WITH TESTOSTERONE AND NUTRITIONAL SUPPLEMENT IMPROVE THE FRAILTY LEVEL OF UNDER-NOURISHED OLDER PEOPLE?","year":2016,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University; Nova Scotia Health Authority","funders":"","keywords":"Medicine; Gerontology; Intervention (counseling); Randomized controlled trial; Testosterone (patch); Placebo; Calorie; Physical therapy; Internal medicine; Alternative medicine; Psychiatry","authors":[{"name":"Olga Theou","is_ca":true},{"name":"L. WIJEYARATNE","is_ca":false},{"name":"C. PIANTADOSI","is_ca":false},{"name":"Kenneth Lange","is_ca":false},{"name":"Vasi Naganathan","is_ca":false},{"name":"P. Hunter","is_ca":false},{"name":"Ian D. Cameron","is_ca":true},{"name":"Kenneth Rockwood","is_ca":true},{"name":"Renuka Visvanathan","is_ca":false},{"name":"I. Chapman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05369022334883466,"gpt":0.3088451131118887,"spread":0.2551548897630541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004139476,0.0002994718,0.001083744,0.0002851896,0.0003000892,0.0004538599,0.000304227,0.0009678399,0.003476722],"category_scores_gemma":[0.00159438,0.00007353206,0.0008254498,0.000265656,0.000160767,0.0003200874,0.0002097741,0.0008648579,0.0003297784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002560338,"about_ca_system_score_gemma":0.0009623413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004046486,"about_ca_topic_score_gemma":0.008610873,"domain_scores_codex":[0.9998574,0.00004399374,0.00001600899,0.00001549534,0.00003257427,0.0000345401],"domain_scores_gemma":[0.9997435,0.00008584186,0.00004349976,0.000007588355,0.0000362293,0.00008330614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.04154404,0.03117925,0.08725709,0.01006577,0.003583861,0.001091977,0.0005389843,0.0007023301,0.008427761,0.001707199,0.01801592,0.7958858],"study_design_scores_gemma":[0.02380429,0.06151665,0.8023411,0.009757615,0.01123803,0.001600687,0.00243818,0.002153326,0.004337125,0.005661035,0.07499085,0.0001609711],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.741263,0.2098548,0.001019231,0.03097766,0.005688342,0.0003073991,0.0008982811,0.000132216,0.009859061],"genre_scores_gemma":[0.8789312,0.09987239,0.003059956,0.009475266,0.003723408,0.0002536177,0.0004583296,0.00001011543,0.004215714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004046486,"threshold_uncertainty_score":0.01163077,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2980513740","doi":"10.14283/jfa.2019.36","title":"Frailty and Risk of Falls in Community-Dwelling Older Adults Living in a Rural Setting. The Atahualpa Project","year":2020,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Confounding; Logistic regression; Gerontology; Demography; Poison control; Injury prevention; Depression (economics); Population; Environmental health; Internal medicine","authors":[{"name":"Óscar H. Del Brutto","is_ca":false},{"name":"Robertino M. Mera","is_ca":false},{"name":"Carlos Peinado","is_ca":false},{"name":"M Zambrano","is_ca":false},{"name":"Mark J. Sedler","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02772998027214915,"gpt":0.2941802815754239,"spread":0.2664503013032747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007835265,0.0004845869,0.0002669521,0.0005294467,0.0004746612,0.0004878973,0.0003963112,0.0002783039,0.0007701725],"category_scores_gemma":[0.001129119,0.0002330498,0.000315581,0.0005110102,0.0001557281,0.0002538675,0.0004715211,0.0003018898,0.0001310785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003516244,"about_ca_system_score_gemma":0.0004055365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02777672,"about_ca_topic_score_gemma":0.02194064,"domain_scores_codex":[0.9998102,0.00007270048,0.00001858269,0.00003847522,0.00002594323,0.00003413657],"domain_scores_gemma":[0.9995548,0.00004046924,0.0001728944,0.00003032359,0.00007965315,0.0001219102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002613844,0.000168196,0.9954834,0.00003325391,0.0001027124,0.0001730748,0.0004785767,0.0000339675,0.0002551104,0.00001351481,0.0001644679,0.002832337],"study_design_scores_gemma":[0.00002060545,0.0001223346,0.9988127,0.000009804895,0.00003989324,0.0001026141,0.0005908545,0.00009087294,0.00003031122,0.00001058103,0.0001670824,0.000002446023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994248,0.0001148319,0.00003543956,0.00003575111,0.000001913146,0.00001568952,0.0002209127,0.000001309427,0.0001493401],"genre_scores_gemma":[0.9991843,0.000117548,0.00009475507,0.00001827355,0.000004547402,0.00003455331,0.0002998703,8.491805e-7,0.0002452112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02777672,"threshold_uncertainty_score":0.05523008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2416126489","doi":"10.14283/jfa.2015.72","title":"EXERCISE: AN IMPORTANT KEY TO PREVENT PHYSICAL AND COGNITIVE FRAILTY","year":2015,"lang":"en","type":"editorial","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Life expectancy; Medicine; Gerontology; Psychological intervention; Cognition; Autonomy; Population ageing; Population; Psychiatry","authors":[{"name":"Maude Dulac","is_ca":true},{"name":"Mylène Aubertin‐Leheudre","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02771686718667769,"gpt":0.3422345756096903,"spread":0.3145177084230126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006988666,0.004185456,0.006271096,0.003878444,0.00264427,0.008298961,0.003167998,0.02097687,0.00757869],"category_scores_gemma":[0.0208715,0.001296055,0.003327132,0.001809224,0.002497446,0.004450796,0.002321219,0.02614606,0.005832839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00281744,"about_ca_system_score_gemma":0.003790046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001816818,"about_ca_topic_score_gemma":0.005115396,"domain_scores_codex":[0.9958096,0.0007487287,0.0008093762,0.0004846002,0.001851426,0.0002963941],"domain_scores_gemma":[0.9794206,0.009728455,0.001876949,0.0004164345,0.006096057,0.002461508],"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":[0.00008987638,0.00003338002,0.00009293893,0.001246444,0.00009525267,0.0001654381,0.00003260743,0.00003523579,0.00007907402,0.0004390566,0.9762543,0.02143629],"study_design_scores_gemma":[0.0002414338,0.0001153819,0.001016838,0.002971946,0.0004197226,0.0003891991,0.0001186244,0.0001886946,0.0001075655,0.001386602,0.9929966,0.00004739831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003848021,0.03076437,0.00008062732,0.0327869,0.9355719,0.00001444901,0.00003571516,0.00001896264,0.0006886066],"genre_scores_gemma":[0.000252142,0.01510882,0.00005207975,0.01527301,0.9672272,0.00001542265,0.00001537376,0.000007835678,0.002048162],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02097687,"threshold_uncertainty_score":0.03696001,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2340002266","doi":"10.14283/jfa.2014.32","title":"HOW DO COMMUNITY PHYSICAL AND OCCUPATIONAL THERAPISTS CLASSIFY FRAILTY? A PILOT STUDY","year":2014,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Medicine; Gerontology; Context (archaeology); Health care; Physical therapist; Occupational therapy; Perception; Physical therapy; Psychology","authors":[{"name":"Kaitlyn P. Roland","is_ca":true},{"name":"Olga Theou","is_ca":false},{"name":"Jennifer M. Jakobi","is_ca":false},{"name":"Lauren Swan","is_ca":false},{"name":"G. R. Jones","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08509028034142968,"gpt":0.3421796434880103,"spread":0.2570893631465807,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01022251,0.0007015958,0.001361288,0.001151258,0.00260007,0.001708768,0.001301273,0.002120548,0.00209004],"category_scores_gemma":[0.02567276,0.0008596895,0.001461757,0.001062294,0.001570673,0.004140566,0.001449474,0.001738234,0.001222488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001507104,"about_ca_system_score_gemma":0.002052611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01394769,"about_ca_topic_score_gemma":0.02103597,"domain_scores_codex":[0.9961494,0.002015013,0.0004189364,0.0004996494,0.0005001528,0.0004167729],"domain_scores_gemma":[0.975978,0.01141583,0.00227415,0.002769332,0.005138669,0.002424065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.01261459,0.05527628,0.8734997,0.0002129354,0.000400645,0.0005905039,0.02678314,0.0002406888,0.001281728,0.0001670185,0.0009769432,0.02795593],"study_design_scores_gemma":[0.004085975,0.04014095,0.9236119,0.0001077943,0.0003871835,0.0004143961,0.02733484,0.001168399,0.0005087583,0.0003260677,0.001823922,0.00008976658],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990517,0.00005714104,0.00008398812,0.00008592657,0.00001782695,0.0002736058,0.00009004107,0.000002614116,0.0003370473],"genre_scores_gemma":[0.9981562,0.00008330843,0.0003633548,0.000163516,0.00002860616,0.0005396961,0.0002515944,0.00000393658,0.0004098143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01394769,"threshold_uncertainty_score":0.05406243,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2910071475","doi":"10.14283/jfa.2018.45","title":"The Growth Hormone Releasing Hormone Analogue, Tesamorelin, Decreases Muscle Fat and Increases Muscle Area in Adults with HIV","year":2019,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Aurora College; Theratechnologies (Canada); McGill University","funders":"National Institute of Allergy and Infectious Diseases; National Institute on Aging","keywords":"Hounsfield scale; Medicine; Placebo; Adipose tissue; Internal medicine; Endocrinology; Surgery; Computed tomography; Pathology","authors":[{"name":"Stefan Adrian","is_ca":false},{"name":"Ann Scherzinger","is_ca":false},{"name":"Abanti Sanyal","is_ca":false},{"name":"Jordan E. Lake","is_ca":false},{"name":"Julian Falutz","is_ca":true},{"name":"Michael P. Dubé","is_ca":false},{"name":"Takara L. Stanley","is_ca":false},{"name":"Steven Grinspoon","is_ca":false},{"name":"Jean‐Claude Mamputu","is_ca":true},{"name":"Christian Marsolais","is_ca":true},{"name":"Todd T. Brown","is_ca":false},{"name":"Kristine M. Erlandson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01346964831344301,"gpt":0.2575212674218548,"spread":0.2440516191084118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001064384,0.0001872685,0.0003258301,0.0001973191,0.0001449915,0.0002316074,0.0001514664,0.0002014887,0.001271823],"category_scores_gemma":[0.001988639,0.0001357141,0.0003569218,0.0002376797,0.0001938986,0.0001337298,0.0001074538,0.0002719922,0.00008768609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002269696,"about_ca_system_score_gemma":0.0003648213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00166175,"about_ca_topic_score_gemma":0.004302835,"domain_scores_codex":[0.9997293,0.0001446605,0.00002376867,0.00002835252,0.00005490538,0.00001901892],"domain_scores_gemma":[0.9994616,0.0002332968,0.0002084668,0.00001700737,0.00004153327,0.00003797567],"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":[0.1284507,0.003802822,0.4703972,0.004923268,0.003794537,0.0002431568,0.0008221843,0.001543427,0.02701229,0.0002179558,0.00263871,0.3561538],"study_design_scores_gemma":[0.01557827,0.05180479,0.92068,0.0004386286,0.001858972,0.0007798068,0.0003500235,0.001430373,0.00398819,0.0001736578,0.002893156,0.00002424668],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993553,0.004840756,0.000257061,0.0001139483,0.00002343491,0.0001733965,0.0003492568,0.00001412982,0.0006749905],"genre_scores_gemma":[0.9962187,0.001945052,0.000861584,0.0001565363,0.00003576765,0.0001519926,0.0002555171,0.000002495604,0.0003723914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00166175,"threshold_uncertainty_score":0.005629122,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2893144131","doi":"10.14283/jfa.2018.21","title":"Congregate Meals: Opportunities to Help Vulnerable Older Adults Achieve Diet and Physical Activity Recommendations","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Gerontology; Psychological intervention; Demographics; Activities of daily living; Environmental health; Physical therapy; Demography; Nursing","authors":[{"name":"Jeannette M. Beasley","is_ca":false},{"name":"Mary Ann Sevick","is_ca":false},{"name":"Lindsey Kirshner","is_ca":false},{"name":"Michael Mangold","is_ca":false},{"name":"Joshua Chodosh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1115358005404202,"gpt":0.389990684482989,"spread":0.2784548839425688,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001141676,0.0005463533,0.0002552558,0.0005238943,0.002153187,0.0009408286,0.0009361089,0.0007779144,0.01968127],"category_scores_gemma":[0.002063917,0.0002867923,0.00045502,0.0002522192,0.0003513557,0.001265518,0.003911909,0.001151574,0.003192361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003132226,"about_ca_system_score_gemma":0.001456127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002768016,"about_ca_topic_score_gemma":0.01758919,"domain_scores_codex":[0.9997287,0.0001137078,0.00001106301,0.00002799313,0.00002797047,0.00009040567],"domain_scores_gemma":[0.998767,0.00007970627,0.0001124948,0.00006134772,0.00008295986,0.0008964084],"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":[0.0008011356,0.00462323,0.05627913,0.001338628,0.0002335179,0.001273801,0.01221239,0.0003264894,0.003311927,0.001410878,0.3349041,0.5832849],"study_design_scores_gemma":[0.000616853,0.002335613,0.3655812,0.001436903,0.0002594851,0.001122275,0.02999583,0.0007608152,0.00136663,0.002745293,0.5936308,0.0001482782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8435811,0.006549771,0.007275549,0.03555726,0.002530021,0.001781369,0.00425043,0.001942708,0.09653168],"genre_scores_gemma":[0.8832066,0.009254142,0.04929446,0.007130722,0.001646355,0.002758807,0.005200287,0.0002271764,0.04128141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01968127,"threshold_uncertainty_score":0.06584042,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W644294696","doi":"10.14283/jfa.2013.3","title":"FEASIBILITY OF USING INFORMATION DERIVED FROM A CARE PARTNER TO DEVELOP A FRAILTY INDEX BASED ON COMPREHENSIVE GERIATRIC ASSESSMENT","year":2013,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Frailty Index; Gerontology; Geriatrics; Ambulatory; Vulnerability (computing); Health care; Clinical Practice; Aged care; Scale (ratio); Ambulatory care; Family medicine; Psychiatry","authors":[{"name":"Judah Goldstein","is_ca":true},{"name":"Ruth E. Hubbard","is_ca":false},{"name":"Paige Moorhouse","is_ca":false},{"name":"Melissa K. Andrew","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06125069482553563,"gpt":0.3467529426674215,"spread":0.2855022478418858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0253124,0.0007546268,0.0009560648,0.003250541,0.001028914,0.002357487,0.0009520008,0.001358675,0.00187297],"category_scores_gemma":[0.06996362,0.000387394,0.001232513,0.001994092,0.0003277224,0.002644457,0.002341659,0.001268505,0.0009168469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001212456,"about_ca_system_score_gemma":0.002811935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005834631,"about_ca_topic_score_gemma":0.007763444,"domain_scores_codex":[0.983013,0.009812276,0.001989751,0.001031665,0.003263466,0.0008898283],"domain_scores_gemma":[0.9623224,0.02023997,0.002943045,0.002005549,0.01069386,0.001795207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006800356,0.001561002,0.9515134,0.00009091186,0.0001189615,0.0001315036,0.001087264,0.0003626276,0.000283025,0.0001120951,0.0009913798,0.04306782],"study_design_scores_gemma":[0.0006344097,0.006581883,0.9486712,0.0004542799,0.000654868,0.0006475018,0.006229552,0.02683594,0.002759112,0.0008381447,0.005546957,0.000146101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977474,0.0003118766,0.005663458,0.0009263243,0.0001491343,0.003034207,0.001462871,0.0000954908,0.01088255],"genre_scores_gemma":[0.9793997,0.0002068708,0.0156871,0.0003365747,0.00005708288,0.002352101,0.001274418,0.00001594608,0.0006702383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0253124,"threshold_uncertainty_score":0.1338663,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383426369","doi":"10.14283/jfa.2023.30","title":"The Effect of Sarcopenia on Postoperative Outcomes Following Emergency Laparotomy: A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Sarcopenia; Laparotomy; Meta-analysis; Incidence (geometry); Retrospective cohort study; Cohort study; Internal medicine; CINAHL; Prospective cohort study; Emergency medicine; Surgery; Psychological intervention","authors":[{"name":"Nia Humphry","is_ca":false},{"name":"Michael Jones","is_ca":false},{"name":"Steven Goodison","is_ca":false},{"name":"Ben Carter","is_ca":false},{"name":"Jonathan Hewitt","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1737415693771607,"gpt":0.4756621523951031,"spread":0.3019205830179423,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01040247,0.002727677,0.02046035,0.007862433,0.0007072526,0.003481503,0.00203377,0.002404468,0.00302496],"category_scores_gemma":[0.02285819,0.001646941,0.04333299,0.007878596,0.0006444032,0.001731845,0.001661611,0.002089325,0.0002670545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002427772,"about_ca_system_score_gemma":0.003270224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00738251,"about_ca_topic_score_gemma":0.01524747,"domain_scores_codex":[0.9931487,0.00302095,0.00215612,0.0006747853,0.0007601975,0.0002391737],"domain_scores_gemma":[0.9868937,0.009551143,0.001965253,0.0003796337,0.00099846,0.0002118246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001589564,0.00002909895,0.002912928,0.3290095,0.6565585,0.0001321613,0.00007061572,0.0005049952,0.0001649629,0.00008456078,0.0003647186,0.008578493],"study_design_scores_gemma":[0.0002957275,0.0001280387,0.002635214,0.01685353,0.9788045,0.00008108137,0.0000322663,0.0001556847,0.00006800176,0.0001033897,0.0008249975,0.00001763313],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004229037,0.9945222,0.0003718064,0.0001193517,0.00009660745,0.0001812674,0.0003139031,0.00001797517,0.0001478577],"genre_scores_gemma":[0.1340344,0.8614711,0.001810529,0.0006286415,0.000209716,0.0008246875,0.0007088859,0.00002491398,0.0002871573],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02046035,"threshold_uncertainty_score":0.05501419,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2955019644","doi":"10.14283/jfa.2019.12","title":"Proceedings of the Canadian Frailty Network Workshop: Identifying Biomarkers of Frailty to Support Frailty Risk Assessment, Diagnosis and Prognosis. Toronto, January 15, 2018","year":2019,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Mount Sinai Hospital; Université de Sherbrooke; University of Toronto; Dalhousie University; University of Waterloo; Research Institute for Aging; University of Alberta; Queen's University; McMaster University; Jewish General Hospital; Impact; Schwartz/Reisman Emergency Medicine Institute; McGill University","funders":"","keywords":"Medicine; Gerontology; Biomarker","authors":[{"name":"John Muscedere","is_ca":true},{"name":"P.M. Kim","is_ca":false},{"name":"Jonathan Afilalo","is_ca":true},{"name":"Cynthia Balion","is_ca":true},{"name":"Vickie E. Baracos","is_ca":true},{"name":"Dawn M. E. Bowdish","is_ca":true},{"name":"Matteo Cesari","is_ca":false},{"name":"Jorge D. Erusalimsky","is_ca":false},{"name":"Tamàs Fülöp","is_ca":true},{"name":"George Heckman","is_ca":true},{"name":"Susan E. Howlett","is_ca":true},{"name":"Rachel G. Khadaroo","is_ca":true},{"name":"James L. Kirkland","is_ca":false},{"name":"Leocadio Rodríguez‐Mañas","is_ca":false},{"name":"Emanuele Marzetti","is_ca":false},{"name":"Guillaume Paré","is_ca":true},{"name":"Parminder Raina","is_ca":true},{"name":"Kenneth Rockwood","is_ca":true},{"name":"Alan J. Sinclair","is_ca":false},{"name":"Christopher Skappak","is_ca":true},{"name":"Chris P. Verschoor","is_ca":true},{"name":"Stefan Walter","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03790593805522163,"gpt":0.3192761633853133,"spread":0.2813702253300917,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01217922,0.001931818,0.001104697,0.001813659,0.005445495,0.005736482,0.002818075,0.003589826,0.04956],"category_scores_gemma":[0.01324352,0.0007008998,0.001438222,0.001226019,0.002092579,0.002219869,0.006102798,0.006909202,0.01247202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02284197,"about_ca_system_score_gemma":0.06065006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3835043,"about_ca_topic_score_gemma":0.6954191,"domain_scores_codex":[0.9947879,0.001368968,0.0002164746,0.0005996317,0.002155838,0.0008712077],"domain_scores_gemma":[0.9863836,0.0008711147,0.0002491689,0.0002223473,0.006207198,0.006066541],"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":[0.00003632268,0.00001385665,0.0001644753,0.000118618,0.000007728473,0.00006115378,0.0004214767,0.00005549402,0.00009219585,0.0003900809,0.9828914,0.01574714],"study_design_scores_gemma":[0.00001660183,0.00001769394,0.001510404,0.0006130492,0.00001255456,0.00006505416,0.001023977,0.00005838016,0.00009643289,0.0007844748,0.9957717,0.00002967484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004248541,0.09833802,0.008022837,0.5156689,0.2365713,0.001405591,0.01317636,0.0006632315,0.1219052],"genre_scores_gemma":[0.04855671,0.1749633,0.01642633,0.07668648,0.07288145,0.003003828,0.02119574,0.001533029,0.5847532],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6164957,"threshold_uncertainty_score":0.7625441,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163322595","doi":"10.14283/jfa.2021.3","title":"Impact of Social Frailty on Relocation of Older Adults","year":2021,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Mount Allison University; Dalhousie University; Université de Moncton","funders":"","keywords":"Relocation; Gerontology; Socialization; Medicine; Social isolation; Descriptive statistics; Older people; Scale (ratio); Independent living; Population; Independence (probability theory); Psychology; Social psychology; Environmental health; Geography","authors":[{"name":"Suzanne Dupuis‐Blanchard","is_ca":true},{"name":"Catherine Bigonnesse","is_ca":true},{"name":"Melissa K. Andrew","is_ca":true},{"name":"Odette N. Gould","is_ca":true},{"name":"Danica Maillet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02762801132816844,"gpt":0.3367636089879812,"spread":0.3091355976598127,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001478452,0.0002266917,0.0002615606,0.0006521356,0.001692227,0.0008246659,0.0004848911,0.000280416,0.002422083],"category_scores_gemma":[0.006420661,0.000091016,0.0005176964,0.0003362739,0.001167571,0.0004702505,0.002283024,0.0006048002,0.0001347112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001950593,"about_ca_system_score_gemma":0.002022119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03070038,"about_ca_topic_score_gemma":0.06726272,"domain_scores_codex":[0.9984165,0.0007635201,0.00009675147,0.0000982748,0.0002316398,0.0003932664],"domain_scores_gemma":[0.9965119,0.0006117236,0.00112694,0.0001223882,0.0005384528,0.00108857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002165693,0.0002012871,0.9407797,0.0001829399,0.0001733969,0.0008503998,0.02934357,0.0001736485,0.0003346002,0.0002626952,0.001126572,0.02635472],"study_design_scores_gemma":[0.00000690222,0.0002049062,0.9665598,0.00008430595,0.00003305476,0.0004085723,0.03070976,0.00007997906,0.00003988442,0.0001129642,0.001747475,0.0000124206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973661,0.0003884177,0.00004143074,0.0003293259,0.00001132591,0.00001337867,0.00005282865,0.000003428522,0.001793755],"genre_scores_gemma":[0.9996941,0.0001023013,0.00002610893,0.00004107109,0.000004842968,0.000004824281,0.00002942943,7.253594e-7,0.00009658183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03070038,"threshold_uncertainty_score":0.06104338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2464667618","doi":"10.14283/jfa.2015.54","title":"EFFECTS OF CALORIC RESTRICTION WITH OR WITHOUT RESISTANCE TRAINING IN DYNAPENIC-OVERWEIGHT AND OBESE MENOPAUSAL WOMEN: A MONET STUDY","year":2015,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Internal medicine; Endocrinology; Overweight; Insulin resistance; Metabolic syndrome; Lipid profile; Triglyceride; Obesity; Blood pressure; Basal metabolic rate; Cholesterol","authors":[{"name":"Éve Normandin","is_ca":true},{"name":"Martin Sénéchal","is_ca":false},{"name":"Denis Prud’homme","is_ca":false},{"name":"Rémi Rabasa‐Lhoret","is_ca":false},{"name":"M. Brochu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0197485609588327,"gpt":0.2570927689884637,"spread":0.237344208029631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00102662,0.001133252,0.001983644,0.0006334885,0.0009324592,0.0005619598,0.0005772587,0.001331161,0.003635277],"category_scores_gemma":[0.001077554,0.0007195646,0.001345628,0.000573825,0.00108519,0.0007084946,0.0007849931,0.001544331,0.0003943805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006229156,"about_ca_system_score_gemma":0.001080944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008567661,"about_ca_topic_score_gemma":0.01071041,"domain_scores_codex":[0.9996687,0.0001139104,0.00002248809,0.00007040807,0.00002190718,0.0001025277],"domain_scores_gemma":[0.9993857,0.0001476789,0.00006109575,0.00007909892,0.00002734634,0.0002990043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9216381,0.03977314,0.008184676,0.0002407879,0.0009941338,0.0001107643,0.0002241936,0.00018935,0.01579829,0.0000699426,0.0001844858,0.01259223],"study_design_scores_gemma":[0.1550136,0.4922771,0.3378635,0.00008612229,0.004911604,0.0001630347,0.0009989747,0.001146825,0.004696204,0.0003996356,0.002297408,0.0001460881],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989741,0.0004386938,0.00006410479,0.00007461049,0.00004243566,0.00006167626,0.0001383288,0.000006526869,0.0001996303],"genre_scores_gemma":[0.9952413,0.0007305604,0.0002886521,0.000219207,0.000127514,0.0001930584,0.0003388749,0.00001428004,0.002846557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008567661,"threshold_uncertainty_score":0.0170356,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4315865854","doi":"10.14283/jfa.2023.4","title":"Reference Standard for the Measurement of Loss of Autonomy and Functional Capacities in Long-Term Care Facilities","year":2023,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Montréal; Institut Universitaire de Gériatrie de Montréal; Université du Québec à Montréal","funders":"","keywords":"Autonomy; Long-term care; Gerontology; Medicine; Activities of daily living; Assisted living; Assisted Living Facility; Older people; Independence (probability theory); Elderly people; Independent living; Nursing homes; Population; Nursing; Physical therapy; Environmental health","authors":[{"name":"F. Buckinx","is_ca":true},{"name":"Éva Peyrusqué","is_ca":true},{"name":"Marie Jeanne Kergoat","is_ca":true},{"name":"M. Aubertin-Leheudre","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2748510611942884,"gpt":0.4360839737271753,"spread":0.1612329125328869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01137815,0.001545684,0.003616919,0.007657844,0.0006839758,0.002667618,0.0051221,0.002679186,0.0104829],"category_scores_gemma":[0.03079844,0.0004633629,0.002936122,0.007445704,0.001536854,0.002126814,0.001567142,0.002740578,0.005090638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002199829,"about_ca_system_score_gemma":0.006589956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008643663,"about_ca_topic_score_gemma":0.009746499,"domain_scores_codex":[0.9838937,0.004448531,0.005499734,0.001095062,0.004740526,0.0003225675],"domain_scores_gemma":[0.9798645,0.008677024,0.003668367,0.0006247078,0.006937644,0.0002277214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003742713,0.0001141923,0.002539746,0.1521361,0.0008866085,0.0002771595,0.0006014514,0.0004145549,0.001059182,0.0109672,0.1380187,0.6926108],"study_design_scores_gemma":[0.0001261912,0.0002384286,0.01131715,0.1321716,0.001133368,0.001336428,0.0005283887,0.0002502269,0.0009108362,0.004589383,0.8473084,0.00008966684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005284076,0.9857976,0.002281067,0.001539445,0.002012941,0.0002775902,0.002713175,0.00006742606,0.004782339],"genre_scores_gemma":[0.01070668,0.9593669,0.01566101,0.00194523,0.0009232111,0.001840893,0.006242295,0.00007565014,0.003238212],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01137815,"threshold_uncertainty_score":0.06017417,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2899042732","doi":"10.14283/jfa.2018.33","title":"Improving End-of-Life Care and Advance Care Planning for Frail Older Adults in Canada","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Memorial University of Newfoundland; Impact; McGill University; Sinai Health System; University of Toronto; Dalhousie University; McMaster University","funders":"","keywords":"Palliative care; Advance care planning; End-of-life care; Medicine; Key (lock); Quality of life (healthcare); Gerontology; Nursing; Health care; Older people; Computer science","authors":[{"name":"James Downar","is_ca":true},{"name":"Paige Moorhouse","is_ca":true},{"name":"Russell Goldman","is_ca":true},{"name":"Daphna Grossman","is_ca":true},{"name":"Samir K. Sinha","is_ca":true},{"name":"Tamara Sussman","is_ca":true},{"name":"Sharon Kaasalainen","is_ca":true},{"name":"Susan MacDonald","is_ca":true},{"name":"Andrea Moser","is_ca":true},{"name":"John J. You","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04575736616205144,"gpt":0.3595545528625947,"spread":0.3137971867005433,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004836196,0.000570229,0.0005311957,0.002411121,0.01070196,0.005502707,0.002649529,0.001799081,0.004923989],"category_scores_gemma":[0.01528343,0.0004045488,0.000999394,0.003398469,0.002287995,0.001851577,0.005499477,0.003261093,0.000344472],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1711369,"about_ca_system_score_gemma":0.5466766,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940974,"about_ca_topic_score_gemma":0.9976817,"domain_scores_codex":[0.9938657,0.00066091,0.00041082,0.0002185221,0.002573014,0.002271156],"domain_scores_gemma":[0.9754965,0.0008653722,0.001060301,0.000164644,0.009617768,0.01279537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000254084,0.0005305872,0.1297599,0.004694338,0.0002753606,0.001160358,0.01094596,0.00416174,0.0009677996,0.07504361,0.4118788,0.3603275],"study_design_scores_gemma":[0.0004260349,0.0004722184,0.3951829,0.01090617,0.0003418679,0.0005666702,0.02659249,0.005495322,0.00121108,0.01291836,0.5454807,0.0004062338],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1364946,0.05400898,0.006525784,0.6300746,0.003317678,0.002170854,0.00576895,0.0003859941,0.1612526],"genre_scores_gemma":[0.7863569,0.06229297,0.04629727,0.07120612,0.0008314715,0.001148325,0.004312292,0.000113263,0.02744145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1711369,"threshold_uncertainty_score":0.9613638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898943509","doi":"10.14283/jfa.2018.31","title":"Ethical and Legal Implications of Frailty Screening","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo; University of King's College; Dalhousie University","funders":"Canadian Frailty Network","keywords":"Medicine; Gerontology; Engineering ethics; Engineering","authors":[{"name":"Lynette Reid","is_ca":true},{"name":"William Lahey","is_ca":true},{"name":"B. Livingstone","is_ca":true},{"name":"Mary McNally","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1955714863010566,"gpt":0.4599213869950903,"spread":0.2643499006940337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.132553,0.0005811027,0.001060424,0.0008929418,0.01159667,0.00947947,0.002974198,0.02761684,0.003319902],"category_scores_gemma":[0.2001685,0.0007800466,0.001199922,0.0008553825,0.05019997,0.008821976,0.008458923,0.02504207,0.001028797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006229487,"about_ca_system_score_gemma":0.02629292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004581023,"about_ca_topic_score_gemma":0.006489982,"domain_scores_codex":[0.8451125,0.1176606,0.008414588,0.00570428,0.01583052,0.007277526],"domain_scores_gemma":[0.7864904,0.1661978,0.008006785,0.01543949,0.01374682,0.01011864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009286727,0.0001643764,0.001853302,0.0001263447,0.00002229801,0.002544432,0.04999489,0.0004510008,0.0008129897,0.8705923,0.05158562,0.02175954],"study_design_scores_gemma":[0.0001097738,0.0001975353,0.001872493,0.001587237,0.0000444073,0.004559211,0.03166587,0.002307831,0.001386416,0.5715894,0.3844785,0.0002012775],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02880891,0.002552377,0.01865182,0.8708639,0.004008378,0.000572068,0.00007268183,0.00006174701,0.07440818],"genre_scores_gemma":[0.5788711,0.002136898,0.02802543,0.3559364,0.004075427,0.001644131,0.00006671882,0.00007155968,0.02917239],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.132553,"threshold_uncertainty_score":0.7010157,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408270789","doi":"10.1016/j.tjfa.2025.100033","title":"A systematic review of assessment tools for cognitive frailty: Use, psychometric properties, and clinical utility","year":2025,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Cognition; Gerontology; Systematic review; MEDLINE; Psychiatry","authors":[{"name":"Kate Dobie","is_ca":false},{"name":"Christopher Barr","is_ca":false},{"name":"Stacey George","is_ca":false},{"name":"Nicky Baker","is_ca":false},{"name":"Morgan Pankhurst","is_ca":false},{"name":"Maayken E. L. van den Berg","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.299912099190452,"gpt":0.4711068424562234,"spread":0.1711947432657713,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01941755,0.001830412,0.009459678,0.01538751,0.0008662789,0.003411968,0.002535738,0.001926299,0.003671731],"category_scores_gemma":[0.1064249,0.001094062,0.008390156,0.01584904,0.001321075,0.003085717,0.002044765,0.001297444,0.0003321021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005769046,"about_ca_system_score_gemma":0.01691795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01222879,"about_ca_topic_score_gemma":0.03657654,"domain_scores_codex":[0.9828053,0.006168779,0.00678981,0.001022808,0.00285556,0.0003577113],"domain_scores_gemma":[0.9114544,0.06937165,0.01181755,0.001086111,0.005849847,0.000420499],"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":[0.0001498446,0.000008383222,0.001077484,0.9603648,0.006997657,0.0000752498,0.0002219018,0.00007431697,0.00007622917,0.0001725568,0.001011777,0.0297697],"study_design_scores_gemma":[0.0001422326,0.0001098015,0.005744335,0.9310796,0.05177978,0.0002776574,0.0002100654,0.00007216167,0.0001024141,0.0002793543,0.01017006,0.00003253258],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001199692,0.9969801,0.0002009556,0.0002421341,0.00007116687,0.0004102786,0.0006470314,0.000007423286,0.0002411533],"genre_scores_gemma":[0.01696184,0.979937,0.0009464819,0.0004544766,0.00006362162,0.001067527,0.0004656589,0.000007521475,0.00009600304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01941755,"threshold_uncertainty_score":0.1026911,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898864994","doi":"10.14283/jfa.2018.32","title":"Policy and Economic Considerations for Frailty Screening in the Canadian Healthcare System","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Canadian Medical Association; CARE Canada; Canadian Literacy and Learning Network","funders":"","keywords":"Health care; Workforce; Medicine; Legislation; Per capita; Health policy; Revenue; Service (business); Economic growth; Gerontology; Business; Environmental health; Finance; Economics; Political science; Marketing; Population","authors":[{"name":"Katherine E. Grimes","is_ca":true},{"name":"Jack Kitts","is_ca":true},{"name":"Bill Tholl","is_ca":true},{"name":"Claire Samuelson-Kiraly","is_ca":true},{"name":"Jonathan I. Mitchell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0770692847301584,"gpt":0.348565134186859,"spread":0.2714958494567006,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01928078,0.000373047,0.0006309403,0.002408154,0.02343201,0.01403924,0.002733126,0.00729129,0.00503522],"category_scores_gemma":[0.05852007,0.0004087304,0.0009217023,0.003334044,0.007030835,0.004261252,0.003801161,0.00587172,0.000172096],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2227815,"about_ca_system_score_gemma":0.511665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9891148,"about_ca_topic_score_gemma":0.9935431,"domain_scores_codex":[0.9723913,0.007133116,0.001056925,0.0007491675,0.007071305,0.01159805],"domain_scores_gemma":[0.9555036,0.01592303,0.002479448,0.0004941216,0.01379649,0.01180324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002129186,0.0002934866,0.06463129,0.001149619,0.0001681193,0.002675081,0.05878704,0.007061769,0.001849912,0.5550983,0.2163965,0.091676],"study_design_scores_gemma":[0.0002051345,0.0001820232,0.1487753,0.005858911,0.0002981731,0.0004935274,0.1783238,0.009120108,0.000942442,0.06928816,0.585801,0.0007114173],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0676617,0.004945559,0.0009053121,0.8770165,0.0004589526,0.0002107234,0.0002851493,0.00002609471,0.04848988],"genre_scores_gemma":[0.8586939,0.007006644,0.004921902,0.1208515,0.0003983111,0.0002732287,0.0002107568,0.00002547689,0.007618409],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2227815,"threshold_uncertainty_score":0.9014633,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319989102","doi":"10.14283/jfa.2023.6","title":"Optimizing the Aging Brain: The BEAD Study on the Ethics of Dementia Prevention","year":2023,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Education, Healthcare and Sociology Research","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Eidgenössische Technische Hochschule Zürich; Bundesministerium für Bildung und Forschung; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Dementia; Stakeholder; Medicine; Philosophy of medicine; Situated; Perspective (graphical); Cognition; Engineering ethics; Psychology; Psychiatry; Political science; Public relations; Disease; Alternative medicine","authors":[{"name":"Mattia Andreoletti","is_ca":false},{"name":"Cynthia Lazzaroni","is_ca":true},{"name":"N. Petersen","is_ca":false},{"name":"Shingo Segawa","is_ca":false},{"name":"A. Leibing","is_ca":true},{"name":"S. Schicktanz","is_ca":false},{"name":"Alessandro Blasimme","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3418768146991305,"gpt":0.5368957502794093,"spread":0.1950189355802788,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01534835,0.0003611496,0.0004838181,0.001200684,0.01745697,0.009449732,0.001140369,0.003327124,0.001056385],"category_scores_gemma":[0.01572192,0.000279643,0.0001903309,0.001389846,0.06464781,0.005345081,0.006980586,0.003880505,0.0001286005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02704129,"about_ca_system_score_gemma":0.02635211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2771989,"about_ca_topic_score_gemma":0.2799161,"domain_scores_codex":[0.9774714,0.0183313,0.0002471228,0.0005360413,0.001210781,0.002203271],"domain_scores_gemma":[0.9765336,0.01876063,0.001077559,0.0008345078,0.001158076,0.001635748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003087329,0.00002613429,0.003056945,0.00004735798,0.000003854348,0.0003240607,0.8958028,0.0001699351,0.0001982745,0.09335644,0.00238796,0.004595354],"study_design_scores_gemma":[0.00001028565,0.00003990249,0.003254056,0.0002405469,0.00000913957,0.0001851273,0.9433879,0.0002734896,0.0003513859,0.01098138,0.04123621,0.00003060267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.887108,0.003452104,0.004779572,0.06038882,0.0002222575,0.00008715149,0.00003391245,0.00002431856,0.04390389],"genre_scores_gemma":[0.996352,0.0005354295,0.0004216241,0.001437311,0.00001768356,0.00002255263,0.000003438008,0.000008729319,0.001201122],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2771989,"threshold_uncertainty_score":0.5511707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3091990774","doi":"10.14283/jfa.2020.52","title":"The Association Between Frailty and Short-Term Outcomes in an Intensive Care Unit Rehabilitation Trial: An Exploratory Analysis","year":2021,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"Ontario Ministry of Research and Innovation; Reseau canadien de recherche respiratoire; Canadian Institutes of Health Research; Canadian Frailty Network","keywords":"Rehabilitation; Term (time); Association (psychology); Intensive care unit; Physical medicine and rehabilitation; Medicine; Exploratory analysis; Unit (ring theory); Gerontology; Physical therapy; Psychology; Psychiatry; Computer science; Psychotherapist; Data science","authors":[{"name":"Alyson Takaoka","is_ca":true},{"name":"Diane Heels‐Ansdell","is_ca":true},{"name":"Michelle E. Kho","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07634446002505645,"gpt":0.3694490746031208,"spread":0.2931046145780643,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02967026,0.00204575,0.00410908,0.0008438685,0.0004926623,0.001290934,0.001792382,0.001731861,0.005090339],"category_scores_gemma":[0.03707335,0.0006889852,0.008036152,0.0009864739,0.0009905169,0.001301149,0.001697402,0.001582982,0.0004343913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000975838,"about_ca_system_score_gemma":0.001698507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001233599,"about_ca_topic_score_gemma":0.00141339,"domain_scores_codex":[0.9732546,0.02296411,0.0009189949,0.001212038,0.0009172516,0.0007329729],"domain_scores_gemma":[0.9700938,0.02051995,0.003892489,0.003175043,0.00107039,0.001248316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.850444,0.002881651,0.05133463,0.003842478,0.07269213,0.0004332143,0.0003312016,0.003118432,0.001359027,0.0007353878,0.002344232,0.01048365],"study_design_scores_gemma":[0.5156675,0.1484901,0.1821047,0.001136193,0.1069371,0.000655697,0.0005744912,0.03536863,0.001660972,0.003283427,0.003872575,0.0002485804],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809184,0.005374674,0.003753003,0.000538392,0.0001804169,0.00515333,0.002723283,0.000115297,0.001243198],"genre_scores_gemma":[0.9834471,0.0004607088,0.003849879,0.0003207952,0.00009471418,0.009345855,0.001739044,0.00002737358,0.0007145676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02967026,"threshold_uncertainty_score":0.1569132,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408152707","doi":"10.1016/j.tjfa.2025.100028","title":"Getting fit for hip and knee replacement: The Fit-Joints multimodal intervention for frail patients with osteoarthritis – a pilot randomized controlled trial","year":2025,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Hamilton Health Sciences; University of Alberta; McMaster University; St. Joseph’s Healthcare Hamilton; McMaster University Medical Centre; Impact","funders":"","keywords":"Medicine; Randomized controlled trial; Osteoarthritis; Physical therapy; Pilot trial; Intervention (counseling); Physical medicine and rehabilitation; Alternative medicine; Surgery; Nursing","authors":[{"name":"Chinenye Okpara","is_ca":true},{"name":"Ahmed Negm","is_ca":true},{"name":"Jonathan D. Adachi","is_ca":true},{"name":"David Armstrong","is_ca":true},{"name":"Stephanie A. Atkinson","is_ca":true},{"name":"Victoria Avram","is_ca":true},{"name":"Justin de Beer","is_ca":true},{"name":"Genevieve Hladysh","is_ca":true},{"name":"George Ioannidis","is_ca":true},{"name":"Courtney Kennedy","is_ca":true},{"name":"Patricia Hewston","is_ca":true},{"name":"Arthur Lau","is_ca":true},{"name":"Justin Lee","is_ca":true},{"name":"Julie Richardson","is_ca":true},{"name":"Sharon Marr","is_ca":true},{"name":"Akbar Panju","is_ca":true},{"name":"Danielle Petruccelli","is_ca":true},{"name":"Lehana Thabane","is_ca":true},{"name":"Mitchell Winemaker","is_ca":true},{"name":"Alexandra Papaioannou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02118997682405161,"gpt":0.2978217457082298,"spread":0.2766317688841782,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002913458,0.001612826,0.003616197,0.0006289041,0.0006395156,0.001024138,0.001024376,0.00202802,0.006297569],"category_scores_gemma":[0.003972247,0.0006865207,0.002556407,0.0005611069,0.001100306,0.001153634,0.0008045576,0.001964087,0.0005896681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007889313,"about_ca_system_score_gemma":0.002410865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633375,"about_ca_topic_score_gemma":0.005065941,"domain_scores_codex":[0.9987723,0.0006853762,0.0001209537,0.0001740546,0.00009396601,0.0001533102],"domain_scores_gemma":[0.9983752,0.0004782594,0.0004389868,0.0001359368,0.0001478686,0.0004238893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9734307,0.0129319,0.0007199382,0.001539048,0.001115595,0.00004596038,0.00007683817,0.0001794738,0.0007128837,0.00007422133,0.000410165,0.008763298],"study_design_scores_gemma":[0.9580366,0.03949258,0.001624039,0.00007241976,0.0003602791,0.00001239176,0.0000194015,0.0001387768,0.00005285202,0.00004236464,0.0001418892,0.00000631042],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960445,0.004238451,0.0008121537,0.0008015677,0.0005478723,0.03067007,0.001102236,0.0001246457,0.001258093],"genre_scores_gemma":[0.9243606,0.00323883,0.005264341,0.001017581,0.0006321545,0.06230583,0.0008904612,0.00001430282,0.002275795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006297569,"threshold_uncertainty_score":0.02106744,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2415132055","doi":"10.14283/jfa.2015.35","title":"PREVALENCE AND TYPES OF ANEMIA AND ASSOCIATIONS WITH FUNCTIONAL DECLINE IN GERIATRIC INPATIENTS","year":2015,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Anemia; Functional Independence Measure; Rehabilitation; Medical record; Pediatrics; Physical therapy; Cognitive impairment; Functional impairment; Internal medicine; Disease","authors":[{"name":"Jean Triscott","is_ca":true},{"name":"Bonnie Dobbs","is_ca":false},{"name":"Rhianne McKay","is_ca":false},{"name":"Оксана Бабенко","is_ca":false},{"name":"E Triscott","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02688887321156871,"gpt":0.2745604654741331,"spread":0.2476715922625644,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004045895,0.0002484562,0.0004547024,0.001165793,0.0004789963,0.0006139351,0.0003239256,0.0004420389,0.001689707],"category_scores_gemma":[0.001950835,0.0002757795,0.0005794728,0.001182924,0.000224813,0.0006533347,0.0005481194,0.000538572,0.0001695719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000405944,"about_ca_system_score_gemma":0.0003203642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138525,"about_ca_topic_score_gemma":0.01291526,"domain_scores_codex":[0.9996685,0.00005194799,0.00007176353,0.00005145557,0.00005680055,0.00009951443],"domain_scores_gemma":[0.9990822,0.0001038816,0.0004691814,0.00003347067,0.0001197342,0.0001915743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006576037,0.00002910506,0.9992162,0.00000562456,0.00002211491,0.00002212181,0.00004102965,0.000009501957,0.00003481198,0.000005586519,0.00003968569,0.000508486],"study_design_scores_gemma":[0.000001434139,0.00003068412,0.9996277,0.000003200581,0.000007250323,0.00007563905,0.0001806832,0.00003865178,0.000005136367,0.00000869862,0.00001953026,0.000001332235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991942,0.0002062621,0.00001397614,0.0000320662,0.000002910657,0.000002943594,0.0002826788,0.000001768434,0.0002632302],"genre_scores_gemma":[0.9994886,0.0001316282,0.00002211636,0.0000157557,0.000006774428,0.000003324835,0.0002487908,6.601824e-7,0.0000823248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138525,"threshold_uncertainty_score":0.0226379,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2461039205","doi":"10.14283/jfa.2014.29","title":"CONSIDERATIONS FOR THE PERIOPERATIVE CARE OF ELDERLY AND FRAIL PATIENTS","year":2014,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kuraray (Canada)","funders":"","keywords":"Medicine; Delirium; Perioperative; Intensive care medicine; Psychological intervention; Intervention (counseling); Anesthetic; Anesthesiology; Cognition; Anesthesia; Nursing; Psychiatry","authors":[{"name":"Matt M. Kurrek","is_ca":true},{"name":"Sheila R. Barnett","is_ca":false},{"name":"Vincent Minville","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02219654050948858,"gpt":0.2833055448502325,"spread":0.2611090043407439,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005529267,0.0006262321,0.001382144,0.001238607,0.005030559,0.005541431,0.001871918,0.007293212,0.005908867],"category_scores_gemma":[0.03147608,0.0003626912,0.001212464,0.0005652571,0.00189229,0.003529355,0.004200776,0.01298263,0.00092486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002020535,"about_ca_system_score_gemma":0.01126674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005291248,"about_ca_topic_score_gemma":0.02064734,"domain_scores_codex":[0.9966305,0.001414025,0.0004771917,0.0001468391,0.0008743388,0.0004570512],"domain_scores_gemma":[0.9807154,0.005008992,0.001454112,0.0002336272,0.002817112,0.009770786],"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":[0.0005441182,0.001350604,0.05954247,0.001609861,0.0004009685,0.02657628,0.008654031,0.003637964,0.001288633,0.01557193,0.4739068,0.4069164],"study_design_scores_gemma":[0.0004884261,0.003001512,0.1315713,0.02349496,0.0007126558,0.04892779,0.0788734,0.004228546,0.0009821611,0.09125847,0.6157412,0.000719596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03502028,0.05710492,0.004474817,0.8651738,0.01034409,0.0002055968,0.0001488362,0.0001316823,0.02739599],"genre_scores_gemma":[0.5239124,0.1028242,0.04490344,0.2514207,0.06581259,0.001349788,0.0004929157,0.0001521396,0.009131962],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007293212,"threshold_uncertainty_score":0.02924192,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391826396","doi":"10.14283/jfa.2024.18","title":"Identifying Frailty in Administrative Databases: A Narrative Review","year":2024,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Narrative; Database; Computer science; Data science; Art; Literature","authors":[{"name":"Alexandre Campeau Calfat","is_ca":true},{"name":"Caroline Sirois","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6798674861213438,"gpt":0.6021681501844243,"spread":0.07769933593691958,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01311079,0.001178536,0.004087612,0.01053755,0.000645261,0.003423994,0.002235549,0.001852401,0.005378496],"category_scores_gemma":[0.09825211,0.0007999563,0.004662,0.01321834,0.000760609,0.003180178,0.002147521,0.00154536,0.0007594365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003343247,"about_ca_system_score_gemma":0.01498246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00515858,"about_ca_topic_score_gemma":0.01023975,"domain_scores_codex":[0.9885485,0.00375206,0.004679102,0.0006370325,0.002143158,0.0002402114],"domain_scores_gemma":[0.9171944,0.06742581,0.008363479,0.001084068,0.005539458,0.0003926538],"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":[0.0001331017,0.00002616015,0.0005620513,0.8129495,0.002237197,0.0001130203,0.0002922668,0.0001704851,0.00009970318,0.001285426,0.007020319,0.1751108],"study_design_scores_gemma":[0.00006143884,0.00009550344,0.001396198,0.9083399,0.009022015,0.000375608,0.0002257362,0.00008215742,0.0001267718,0.000746367,0.0794971,0.00003114852],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002181144,0.9981409,0.0002181202,0.0004976113,0.0001238192,0.0001602963,0.0002946383,0.000006722306,0.0003397357],"genre_scores_gemma":[0.002165939,0.9964675,0.0004017341,0.0003980395,0.00007923139,0.0002468044,0.0001714093,0.000003241824,0.0000660712],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01311079,"threshold_uncertainty_score":0.06933731,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2463465640","doi":"10.14283/jfa.2014.16","title":"RELATIONSHIP BETWEEN THE LEVEL OF EDUCATION AND FUNCTIONAL CAPACITY IN ACTIVE ELDERLY ADULTS","year":2014,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Medicine; Cohort; Physical therapy; VO2 max; Gerontology; Functional training; Physical activity; Internal medicine; Blood pressure","authors":[{"name":"M. Dubuc","is_ca":true},{"name":"S. Barbat-Artigas","is_ca":false},{"name":"Antony D. Karelis","is_ca":false},{"name":"M. Aubertin-Leheudre","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1699695379223087,"gpt":0.3804195477891044,"spread":0.2104500098667957,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007069178,0.0002482403,0.0003471875,0.0008426484,0.0004686891,0.0006694376,0.00035092,0.0007959536,0.003248214],"category_scores_gemma":[0.004350624,0.000259051,0.0006431729,0.0006775774,0.0002951279,0.0006502471,0.0004864827,0.001010327,0.0004075578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003618397,"about_ca_system_score_gemma":0.0004804582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01834523,"about_ca_topic_score_gemma":0.01793163,"domain_scores_codex":[0.9997215,0.0000614966,0.00004492349,0.0000361996,0.00004815599,0.00008776756],"domain_scores_gemma":[0.9970553,0.0007749985,0.0008051203,0.00009285566,0.0004178105,0.0008539663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00018638,0.0002240502,0.9980456,0.000009926684,0.00006703058,0.00004317494,0.00007738643,0.00005408945,0.00006177403,0.00001598719,0.00008135041,0.00113331],"study_design_scores_gemma":[0.000006102777,0.000130111,0.9994668,0.00000453334,0.00002354342,0.00003563531,0.0001214744,0.0001212076,0.00001076951,0.0000242603,0.00005272141,0.000002790545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979789,0.0003253154,0.00003348342,0.0001353999,0.00001340227,0.000005259667,0.0001963991,0.000003345966,0.00130854],"genre_scores_gemma":[0.9993427,0.00008148085,0.00002867197,0.0000417451,0.0000122434,0.000003909935,0.0001437753,8.441068e-7,0.0003445799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01834523,"threshold_uncertainty_score":0.03647691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3016067547","doi":"10.14283/jfa.2020.15","title":"Practical Implications for Strength and Conditioning of Older Pre-Frail Females","year":2020,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Resistance training; Meaning (existential); Squat; Resistance (ecology); Session (web analytics); Gerontology; Intervention (counseling); Physical therapy; Physical medicine and rehabilitation; Applied psychology; Psychology; Psychotherapist; Nursing","authors":[{"name":"Nick W. Bray","is_ca":true},{"name":"Graeme Jones","is_ca":true},{"name":"Kathy L. Rush","is_ca":true},{"name":"Charlotte Jones","is_ca":true},{"name":"Jennifer M. Jakobi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06523845791432623,"gpt":0.3618424684830965,"spread":0.2966040105687703,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005697876,0.000926779,0.0005132058,0.0006230726,0.001894874,0.001741014,0.001767746,0.004601622,0.06438055],"category_scores_gemma":[0.02734203,0.0001945438,0.0007976111,0.0004870261,0.001056663,0.002426786,0.002551317,0.003196592,0.008648965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066661,"about_ca_system_score_gemma":0.005925517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003970831,"about_ca_topic_score_gemma":0.01685412,"domain_scores_codex":[0.9975473,0.001432986,0.0001675692,0.0001640576,0.0004129877,0.0002750838],"domain_scores_gemma":[0.9874514,0.005031383,0.000513388,0.0004941283,0.002897171,0.003612633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005255346,0.001208709,0.01256989,0.001824729,0.00003381704,0.003958274,0.004578451,0.0006547654,0.001453206,0.007992693,0.387363,0.5778371],"study_design_scores_gemma":[0.0003603605,0.00153481,0.0253075,0.0126521,0.0001129605,0.005575061,0.03422017,0.001302726,0.001080313,0.05276984,0.8649223,0.000161948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02816541,0.03775352,0.01120201,0.8061033,0.02077284,0.001064278,0.0006625107,0.0003806965,0.09389541],"genre_scores_gemma":[0.4224927,0.07494466,0.1201885,0.2360248,0.03107695,0.00685582,0.0008157416,0.000256009,0.1073448],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06438055,"threshold_uncertainty_score":0.2153744,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}