{"meta":{"query_hash":"d9e0b96c550e","filters":{"venue":"Perspectives in nursing management and care for older adults"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/d9e0b96c550e","api":"https://metacan.xera.ac/api/v1/cohort?venue=Perspectives+in+nursing+management+and+care+for+older+adults"},"results":[{"id":"W2413194392","doi":"10.1007/978-3-319-71694-7","title":"Pain Management in Older Adults","year":2018,"lang":"en","type":"article","venue":"Perspectives in nursing management and care for older adults","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Pain management; Psychology; Medicine; History; Physical therapy","score_opus":0.006823111990052995,"score_gpt":0.2820207826178283,"score_spread":0.27519767062777534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413194392","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63456166,0.23317143,0.00026202138,0.08229543,0.0025800194,0.0000511263,0.00021879672,0.000008512903,0.046851054],"genre_scores_gemma":[0.878334,0.091228224,0.0003630711,0.023226392,0.0020652867,0.000046591536,0.00011807883,0.0000025065392,0.0046158037],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995782,0.00012717817,0.00005558345,0.00002788043,0.000093844625,0.00011729394],"domain_scores_gemma":[0.9994023,0.000093087016,0.0001459139,0.000009357723,0.00014141126,0.00020794991],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069065235,0.00010288193,0.00021440127,0.00026277694,0.00059311657,0.000873309,0.00013209978,0.00068334636,0.0021226662],"category_scores_gemma":[0.0020025221,0.000069474714,0.00023595935,0.00032964448,0.00027415706,0.00067504885,0.0006028116,0.00096793764,0.00014747155],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075742457,0.0012322234,0.36580214,0.002853554,0.00028140045,0.004162389,0.02442923,0.00019796618,0.00385097,0.005625885,0.054203708,0.5366031],"study_design_scores_gemma":[0.00014451881,0.0014117038,0.79117405,0.0046103457,0.00020669386,0.0044776592,0.033950515,0.00019121073,0.0003300076,0.0027292182,0.16073698,0.000037130656],"about_ca_topic_score_codex":0.006174101,"about_ca_topic_score_gemma":0.0191895,"teacher_disagreement_score":0.006174101,"about_ca_system_score_codex":0.0007981696,"about_ca_system_score_gemma":0.0013413783,"threshold_uncertainty_score":0.012276292},"labels":[],"label_agreement":null},{"id":"W3199870396","doi":"10.1007/978-3-030-63892-4_8","title":"Untangling Malnutrition, Physical Dysfunction, Sarcopenia, Frailty and Cachexia in Ageing","year":2021,"lang":"en","type":"book-chapter","venue":"Perspectives in nursing management and care for older adults","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sarcopenia; Malnutrition; Cachexia; Gerontology; Medicine; Multidisciplinary approach; Older people; Ageing; Intensive care medicine; Cancer; Internal medicine","score_opus":0.020151076669137877,"score_gpt":0.3183780059548221,"score_spread":0.2982269292856842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199870396","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044792406,0.682571,0.008038379,0.03121422,0.012504381,0.00011745737,0.0002759976,0.00020743484,0.26059186],"genre_scores_gemma":[0.023033839,0.3968706,0.015252432,0.018136201,0.0055238684,0.00019376921,0.00031111436,0.00014310822,0.540535],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998596,0.000043668413,0.000009039547,0.000014978286,0.000062706284,0.000009963208],"domain_scores_gemma":[0.99971193,0.00019396891,0.000014791467,0.000005907512,0.00004436177,0.000029033068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043795852,0.00050834497,0.0005033939,0.00087183283,0.0005017885,0.0017197178,0.00040185344,0.00092045835,0.012675406],"category_scores_gemma":[0.0006618905,0.00017712862,0.00023367906,0.0007420565,0.0008092537,0.0018252792,0.0010209627,0.00189216,0.0041627777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005142288,0.000093981784,0.000844817,0.0019122086,0.0000146381135,0.0005992041,0.0033859895,0.0003266945,0.0016855336,0.07513765,0.4706533,0.4452946],"study_design_scores_gemma":[0.0000043259893,0.00006292888,0.0019915649,0.0023060178,0.0000072376524,0.0021504771,0.0008234656,0.0001835049,0.000222302,0.024505714,0.9677301,0.0000123026475],"about_ca_topic_score_codex":0.0010043044,"about_ca_topic_score_gemma":0.0038061896,"teacher_disagreement_score":0.012675406,"about_ca_system_score_codex":0.00055602315,"about_ca_system_score_gemma":0.00065886223,"threshold_uncertainty_score":0.04240346},"labels":[],"label_agreement":null},{"id":"W3200239250","doi":"10.1007/978-3-030-63892-4_12","title":"Delivering Interprofessional Education to Embed Interdisciplinary Collaboration in Effective Nutritional Care","year":2021,"lang":"en","type":"book-chapter","venue":"Perspectives in nursing management and care for older adults","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Interprofessional education; Medical education; Medicine; Nursing; Engineering ethics; Health care; Engineering; Political science","score_opus":0.008398312792352956,"score_gpt":0.4047680619347412,"score_spread":0.3963697491423882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200239250","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008149519,0.024123872,0.047891,0.022959968,0.003784327,0.00042619076,0.00007524027,0.0004023837,0.8921875],"genre_scores_gemma":[0.090343386,0.03081255,0.097548395,0.015930286,0.0011493784,0.0007303828,0.00024426606,0.00019425008,0.7630471],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928856,0.00029074337,0.000020793448,0.000046395016,0.00023818295,0.000115351984],"domain_scores_gemma":[0.9992582,0.00034115618,0.000037825765,0.000034628974,0.00011659492,0.0002114332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010761572,0.0004516924,0.00018173683,0.00063288683,0.0015574819,0.003426973,0.00077658443,0.00143504,0.020414647],"category_scores_gemma":[0.00111959,0.00021980284,0.00037542716,0.0005331008,0.0010193897,0.0025523955,0.004113901,0.0027907104,0.0048388266],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020990623,0.00038774946,0.00052112347,0.0008497236,0.000009136604,0.0005912913,0.017331587,0.000974928,0.0021222779,0.16013081,0.229102,0.58795834],"study_design_scores_gemma":[0.000014117233,0.00008437245,0.0011206919,0.0018917718,0.000004772249,0.0008063442,0.006509308,0.0007889614,0.0005895044,0.042767238,0.9454063,0.000016634309],"about_ca_topic_score_codex":0.0023548915,"about_ca_topic_score_gemma":0.00898734,"teacher_disagreement_score":0.020414647,"about_ca_system_score_codex":0.0017220883,"about_ca_system_score_gemma":0.0037562256,"threshold_uncertainty_score":0.06829381},"labels":[],"label_agreement":null},{"id":"W3200700487","doi":"10.1007/978-3-030-63892-4_11","title":"How to Sustain and Spread Nutritional Care Improvements","year":2021,"lang":"en","type":"book-chapter","venue":"Perspectives in nursing management and care for older adults","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Sustainability; Focus (optics); Engineering ethics; Risk analysis (engineering); Computer science; Business; Engineering; Biology; Ecology; Physics","score_opus":0.02198964189872672,"score_gpt":0.37696973808376755,"score_spread":0.35498009618504084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200700487","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0055767903,0.018553048,0.026446061,0.15385753,0.0055531473,0.00036567327,0.00013879828,0.00058079575,0.7889281],"genre_scores_gemma":[0.06747951,0.033251483,0.07268451,0.039602976,0.001443856,0.00049679435,0.0003009102,0.000452852,0.7842871],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99835926,0.0005956277,0.00005442124,0.00014947163,0.0007008746,0.00014034908],"domain_scores_gemma":[0.998609,0.0005554044,0.00007327106,0.00011077082,0.00045589136,0.00019565763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028900402,0.0005378205,0.00029240723,0.0007427205,0.002078096,0.006905555,0.0011126926,0.0027937402,0.01952274],"category_scores_gemma":[0.004221986,0.00030421192,0.00037974495,0.000562,0.0031553241,0.0069877794,0.0032269552,0.004090705,0.008861252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012833527,0.0001475195,0.0006102414,0.00048015936,0.000013466069,0.00021868991,0.010014248,0.000889402,0.0010556643,0.23177665,0.4364476,0.3183335],"study_design_scores_gemma":[0.0000074899185,0.0000343197,0.0005140826,0.00092323276,0.000004922044,0.0001533876,0.0053631463,0.00035416838,0.00032999186,0.05053677,0.9417649,0.000013627577],"about_ca_topic_score_codex":0.0064610527,"about_ca_topic_score_gemma":0.011518797,"teacher_disagreement_score":0.01952274,"about_ca_system_score_codex":0.002891189,"about_ca_system_score_gemma":0.00602564,"threshold_uncertainty_score":0.06531},"labels":[],"label_agreement":null},{"id":"W3201530858","doi":"10.1007/978-3-030-63892-4_13","title":"Multidisciplinary Nutrition Care: Benefitting Patients with Malnutrition Across Healthcare Sectors","year":2021,"lang":"en","type":"book-chapter","venue":"Perspectives in nursing management and care for older adults","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Research Institute for Aging; McMaster University; University of Waterloo","funders":"","keywords":"Multidisciplinary approach; Malnutrition; Health care; Medicine; Nursing; Political science","score_opus":0.013195067235099224,"score_gpt":0.31657340348620744,"score_spread":0.3033783362511082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201530858","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040230535,0.14625874,0.009549475,0.42819583,0.012329865,0.00034020212,0.00019104924,0.00032595167,0.36257833],"genre_scores_gemma":[0.36665204,0.18707733,0.04833186,0.17507115,0.008543865,0.0011630876,0.000406576,0.00016272915,0.21259132],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99979144,0.00011566622,0.000006939304,0.00001585745,0.00003561318,0.00003454705],"domain_scores_gemma":[0.9996673,0.000089493,0.000024160356,0.0000066393413,0.000034426634,0.00017794008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056275574,0.00023751047,0.00018406815,0.0003314843,0.00074254215,0.001533241,0.00039976492,0.0012141776,0.010334022],"category_scores_gemma":[0.0011160515,0.000114735616,0.00019219267,0.00034683227,0.00036055964,0.0013804139,0.0020258778,0.0014326895,0.0014662385],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046801422,0.00030532316,0.0027782538,0.0005204285,0.000016063612,0.0005861344,0.0029209047,0.00030502587,0.0006173556,0.0153887365,0.473243,0.50327194],"study_design_scores_gemma":[0.00012859488,0.0003916086,0.014801132,0.003563776,0.00002887402,0.0025058065,0.010850359,0.00079591427,0.00038451905,0.041386403,0.9251379,0.000025178697],"about_ca_topic_score_codex":0.0013184255,"about_ca_topic_score_gemma":0.0065980777,"teacher_disagreement_score":0.010334022,"about_ca_system_score_codex":0.00068982784,"about_ca_system_score_gemma":0.0016639434,"threshold_uncertainty_score":0.034570754},"labels":[],"label_agreement":null},{"id":"W4388490812","doi":"10.1007/978-3-031-33484-9_4","title":"Preventing Falls","year":2023,"lang":"en","type":"book-chapter","venue":"Perspectives in nursing management and care for older adults","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmental science","score_opus":0.021044092430524203,"score_gpt":0.3486223650220911,"score_spread":0.3275782725915669,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388490812","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018494652,0.065614894,0.0037177731,0.020980231,0.008023928,0.00011812876,0.00031708038,0.00035486484,0.89902365],"genre_scores_gemma":[0.015360291,0.06337186,0.0064587877,0.013858833,0.0020017729,0.00012198448,0.00044834285,0.00009862978,0.89827955],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997745,0.000043011325,0.000009360503,0.000026933723,0.00012180726,0.000024359199],"domain_scores_gemma":[0.9998167,0.000039130195,0.000011923808,0.000008617088,0.000088698696,0.00003501108],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002517555,0.0005009966,0.0002674573,0.000679898,0.0007646184,0.001693209,0.0005997024,0.0013484483,0.05505374],"category_scores_gemma":[0.00064683455,0.00014752416,0.00030587398,0.0004351821,0.00045017718,0.0012777615,0.0011082259,0.0012606567,0.024510458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013244362,0.000077060264,0.00020213825,0.0005707417,0.000005518219,0.00010000959,0.0005885617,0.00016809742,0.0004468896,0.031893067,0.6266923,0.3392423],"study_design_scores_gemma":[0.0000040563814,0.0000238212,0.00037913918,0.0006468568,0.000002854244,0.0002137563,0.00023373328,0.00005182502,0.00014271485,0.006513929,0.99178386,0.0000033497606],"about_ca_topic_score_codex":0.0020228666,"about_ca_topic_score_gemma":0.004968637,"teacher_disagreement_score":0.05505374,"about_ca_system_score_codex":0.00076767086,"about_ca_system_score_gemma":0.0012230544,"threshold_uncertainty_score":0.1841731},"labels":[],"label_agreement":null},{"id":"W4388499864","doi":"10.1007/978-3-031-33484-9_14","title":"Rehabilitation","year":2023,"lang":"en","type":"book-chapter","venue":"Perspectives in nursing management and care for older adults","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Rehabilitation; Nursing; Fragility; Medicine; Psychology; Physical therapy; Physical medicine and rehabilitation","score_opus":0.009362943167198214,"score_gpt":0.29152384048525815,"score_spread":0.28216089731805993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388499864","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001322522,0.0074405097,0.001716777,0.0035383075,0.002409314,0.00008834526,0.00030085625,0.0002638861,0.9829196],"genre_scores_gemma":[0.004943081,0.0037887904,0.0009520326,0.0012463799,0.00018085737,0.000045691286,0.00023266573,0.0000629567,0.98854756],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998173,0.00002584409,0.000010296317,0.000029580084,0.00008137058,0.000035619534],"domain_scores_gemma":[0.99990296,0.000012731495,0.0000053236604,0.000010424841,0.000042488206,0.00002603402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017339677,0.0005623199,0.0003273074,0.00070525164,0.0011603798,0.0018149015,0.0008077683,0.0009906272,0.21244779],"category_scores_gemma":[0.00050392793,0.00015017482,0.00035151097,0.00046123285,0.00039342477,0.0009837942,0.0015744652,0.0012953442,0.0906061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035718833,0.00010368561,0.00016108042,0.00032232972,0.0000035700664,0.00037062436,0.00059961807,0.0002117647,0.0007883409,0.04047959,0.5867604,0.37016326],"study_design_scores_gemma":[0.00000399286,0.00001776827,0.0003009574,0.00022975229,0.0000011219508,0.0003199892,0.00014111417,0.000056238394,0.00011436736,0.0033144192,0.9954972,0.0000030647004],"about_ca_topic_score_codex":0.0020509153,"about_ca_topic_score_gemma":0.0055459286,"teacher_disagreement_score":0.21244779,"about_ca_system_score_codex":0.0011121643,"about_ca_system_score_gemma":0.0012446233,"threshold_uncertainty_score":0.7107087},"labels":[],"label_agreement":null}]}