{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"f12dba197d54","filters":{"venue":"Delirium"}},"results":[{"id":"W4390822696","doi":"10.56392/001c.90652","title":"The Delphi Delirium Management Algorithms. A practical tool for clinicians, the result of a modified Delphi expert consensus approach.","year":2024,"lang":"en","type":"article","venue":"Delirium","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; Health Sciences North","funders":"National Institute on Aging","keywords":"Delirium; Delphi method; Delphi; Medicine; Intensive care medicine; Identification (biology); MEDLINE; Voting; Set (abstract data type); Medical emergency; Computer science; Artificial intelligence","authors":[{"name":"Thomas H. Ottens","is_ca":false},{"name":"Carsten Hermes","is_ca":true},{"name":"Valérie Page","is_ca":false},{"name":"Mark Oldham","is_ca":false},{"name":"Rakesh C. Arora","is_ca":false},{"name":"O. Joseph Bienvenu","is_ca":false},{"name":"Mark van den Boogaard","is_ca":false},{"name":"Gideon A. Caplan","is_ca":false},{"name":"John W. Devlin","is_ca":true},{"name":"Michaela‐Elena Friedrich","is_ca":false},{"name":"Willem A. van Gool","is_ca":false},{"name":"James Hanison","is_ca":false},{"name":"Hans-Christian Hansen","is_ca":false},{"name":"Sharon K. Inouye","is_ca":false},{"name":"Barbara Kamholz","is_ca":true},{"name":"Katarzyna Kotfis","is_ca":false},{"name":"Matthew B. Maas","is_ca":false},{"name":"Alasdair M. J. MacLullich","is_ca":false},{"name":"Edward R. Marcantonio","is_ca":false},{"name":"Alessandro Morandi","is_ca":false},{"name":"Barbara C. Van Munster","is_ca":false},{"name":"Ursula Müller‐Werdan","is_ca":false},{"name":"Alessandra Negro","is_ca":false},{"name":"Karin J. Neufeld","is_ca":true},{"name":"Peter Nydahl","is_ca":false},{"name":"Esther S. Oh","is_ca":false},{"name":"Pratik P. Pandharipande","is_ca":false},{"name":"Finn M. Radtke","is_ca":false},{"name":"Sylvie De Raedt","is_ca":false},{"name":"Lisa Rosenthal","is_ca":false},{"name":"Robert D. Sanders","is_ca":false},{"name":"Claudia Spies","is_ca":false},{"name":"Emma Vardy","is_ca":false},{"name":"Eelco F. M. Wijdicks","is_ca":false},{"name":"Arjen J. C. Slooter","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0639145241269149,"gpt":0.3714930682368096,"spread":0.3075785441098947,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.157973,0.002860009,0.001467063,0.007470141,0.00411209,0.007179801,0.003294619,0.002242304,0.02227181],"category_scores_gemma":[0.2200904,0.002408653,0.002418727,0.005715723,0.004398686,0.006238468,0.01646294,0.005507281,0.007935182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005529008,"about_ca_system_score_gemma":0.02239885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001881123,"about_ca_topic_score_gemma":0.00347014,"domain_scores_codex":[0.7808767,0.1860223,0.01441057,0.003223707,0.01367999,0.00178675],"domain_scores_gemma":[0.8220667,0.1155344,0.009747658,0.0110583,0.03750682,0.004086195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005933337,0.0005885438,0.00263604,0.008253216,0.0003148028,0.0003663417,0.05342248,0.003107902,0.001810788,0.03609518,0.3964829,0.4963285],"study_design_scores_gemma":[0.001503394,0.0007484086,0.00629612,0.0183248,0.000285513,0.001189923,0.05275548,0.01302055,0.002642667,0.1674986,0.7349775,0.0007570692],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03403014,0.004068359,0.6316649,0.0744084,0.004588072,0.1436203,0.01125396,0.006168747,0.0901971],"genre_scores_gemma":[0.0312704,0.0009558629,0.8679681,0.002851459,0.000178747,0.08838505,0.0020957,0.0004395605,0.00585517],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.157973,"threshold_uncertainty_score":0.8354509,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323520712","doi":"10.56392/001c.55690","title":"A Qualitative Study of Emergency Department Delirium Prevention Initiatives","year":2022,"lang":"en","type":"article","venue":"Delirium","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"National Institute on Aging; Health Services Research and Development","keywords":"Delirium; Emergency department; Toileting; Medicine; Population; Psychological intervention; Qualitative research; Medical emergency; Intensive care medicine; Nursing; Psychiatry; Activities of daily living","authors":[{"name":"Anita Chary","is_ca":false},{"name":"Shan W. Liu","is_ca":false},{"name":"Ilianna Santangelo","is_ca":false},{"name":"Kyler M. Godwin","is_ca":false},{"name":"Christopher R. Carpenter","is_ca":false},{"name":"Aanand D. Naik","is_ca":false},{"name":"Maura Kennedy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05909458339604474,"gpt":0.4048349849793954,"spread":0.3457404015833506,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02370893,0.0006296929,0.0008783428,0.002017641,0.0119693,0.004244121,0.002074571,0.001661679,0.003099009],"category_scores_gemma":[0.03301465,0.0007148791,0.0004466301,0.002409433,0.01090871,0.004459025,0.006056875,0.003197662,0.0002812656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01269542,"about_ca_system_score_gemma":0.01538949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02303199,"about_ca_topic_score_gemma":0.03442501,"domain_scores_codex":[0.9814411,0.01433414,0.0005751841,0.0007514316,0.0009708698,0.00192731],"domain_scores_gemma":[0.9490904,0.03806795,0.002902504,0.0008287867,0.005147404,0.003962967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003282511,0.00007079089,0.002688898,0.0001778034,0.000002551202,0.0003094131,0.9933903,0.00002511341,0.0002014584,0.0007603487,0.0003366233,0.002003779],"study_design_scores_gemma":[0.000007619521,0.0000390633,0.0008250559,0.0001511246,0.000001860252,0.00005835639,0.9956519,0.00004299247,0.00009556296,0.0001377404,0.002982643,0.000006090608],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859205,0.0005854298,0.00264681,0.003172121,0.00007817933,0.0007528647,0.0002618543,0.00002003107,0.006562226],"genre_scores_gemma":[0.9930702,0.0006436272,0.001944504,0.001219164,0.00002000496,0.0009666777,0.00008442636,0.00001882029,0.002032466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02370893,"threshold_uncertainty_score":0.1253863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323520253","doi":"10.56392/001c.56675","title":"Assessing Recovery from Delirium: An International Survey of Healthcare Professionals Involved in Delirium Care.","year":2022,"lang":"en","type":"article","venue":"Delirium","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Delirium; Medicine; Confusion; Health care; Geriatrics; Psychiatry; Psychology","authors":[{"name":"Erin Noble","is_ca":false},{"name":"Haruno McCartney","is_ca":false},{"name":"Alasdair M. J. MacLullich","is_ca":false},{"name":"Susan D. Shenkin","is_ca":false},{"name":"Graciela Muñiz‐Terrera","is_ca":false},{"name":"Jonathan J. Evans","is_ca":false},{"name":"Daniel Davis","is_ca":false},{"name":"Daisy Sandeman","is_ca":false},{"name":"Zoë Tieges","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06059926814322374,"gpt":0.373704166168284,"spread":0.3131048980250603,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003077007,0.0002583387,0.0003216864,0.001479656,0.0004120881,0.0006786243,0.0003454369,0.0008456845,0.001048127],"category_scores_gemma":[0.009075924,0.0004292803,0.0003768586,0.001811786,0.0004441684,0.001284023,0.001164562,0.0006502901,0.0004657107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008277746,"about_ca_system_score_gemma":0.0007226418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008520297,"about_ca_topic_score_gemma":0.007490103,"domain_scores_codex":[0.9977391,0.0007555065,0.0005365181,0.0002263152,0.0004867776,0.0002557382],"domain_scores_gemma":[0.9928709,0.001298642,0.003176482,0.0002041836,0.001399951,0.001049782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005363275,0.00006035707,0.9936711,0.00007250824,0.00001961961,0.00006499237,0.001979946,0.00002705335,0.0001702429,0.00001116683,0.0007314247,0.00313783],"study_design_scores_gemma":[0.000009757989,0.0002030401,0.9932194,0.00005565618,0.00000829832,0.0001957155,0.005194094,0.0001512635,0.00004825749,0.000009326227,0.0008968955,0.000008305398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964056,0.0005748497,0.0001491527,0.0005307071,0.00001650405,0.00009461166,0.001237843,0.000008425997,0.0009823263],"genre_scores_gemma":[0.9972448,0.0004964984,0.0003344962,0.0005519517,0.00001197751,0.0001103238,0.0009459992,0.000005038561,0.0002988582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008520297,"threshold_uncertainty_score":0.01694143,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414628686","doi":"10.56392/001c.141065","title":"Delirium Around the World: Performing An International Point Prevalence Study Increases Awareness for Delirium","year":2025,"lang":"en","type":"article","venue":"Delirium","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Delirium; Prevalence; Snowball sampling; Qualitative research; Point (geometry); Global health; MEDLINE; Statistical analysis","authors":[{"name":"Roberta Castro","is_ca":false},{"name":"Thiago Junqueira Avelino‐Silva","is_ca":false},{"name":"Ricardo Kenji Nawa","is_ca":false},{"name":"Marie Oxenbøll Collet","is_ca":false},{"name":"Suzanne Timmons","is_ca":false},{"name":"Giuseppe Bellelli","is_ca":false},{"name":"Mark van den Boogaard","is_ca":false},{"name":"Tanya Mailhot","is_ca":true},{"name":"Alessandro Morandi","is_ca":false},{"name":"Hilde Wøien","is_ca":false},{"name":"Abdullah Alhammad","is_ca":false},{"name":"Keibun Liu","is_ca":false},{"name":"Rebecca von Haken","is_ca":false},{"name":"Heidi Lindroth","is_ca":false},{"name":"Peter Nydahl","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02627964368441819,"gpt":0.3505519124140858,"spread":0.3242722687296676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009101932,0.0003985178,0.0004623981,0.001987534,0.0006829082,0.001533277,0.0004922588,0.0006755147,0.001341309],"category_scores_gemma":[0.016163,0.0003945722,0.0008088663,0.001411126,0.0006376003,0.001732311,0.002517061,0.001007886,0.0005055848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004107395,"about_ca_system_score_gemma":0.0007966821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001637236,"about_ca_topic_score_gemma":0.002771846,"domain_scores_codex":[0.9947633,0.00257636,0.0009078821,0.0004960982,0.0008382883,0.0004180467],"domain_scores_gemma":[0.9898354,0.001867715,0.004392895,0.0007727898,0.001995057,0.001135978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000100636,0.0002200444,0.9823829,0.0002594556,0.00008245357,0.00008306437,0.004008549,0.00003681786,0.0003324768,0.00003496548,0.000572463,0.01188625],"study_design_scores_gemma":[0.000009110599,0.0003683432,0.9937978,0.0001147663,0.00003093215,0.0002562961,0.004418146,0.00008601693,0.0001105589,0.00003355924,0.0007607832,0.00001361654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922431,0.0006392527,0.001178886,0.0005121386,0.00005432937,0.0008052232,0.0007469894,0.00002723806,0.003792791],"genre_scores_gemma":[0.9943202,0.000681243,0.00284231,0.0002664801,0.00004453673,0.0008100862,0.0007559137,0.000009055696,0.0002701084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009101932,"threshold_uncertainty_score":0.04813617,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416088470","doi":"10.56392/001c.146699","title":"Longitudinal Evaluation of Delirium in Liver Transplant Recipients","year":2025,"lang":"en","type":"article","venue":"Delirium","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"National Institute on Aging; U.S. Department of Health and Human Services","keywords":"Delirium; Liver transplantation; Intensive care; Organic mental disorders; Longitudinal study","authors":[{"name":"Jessica M. Ruck","is_ca":false},{"name":"Alexis A. Jefferis","is_ca":false},{"name":"Mayan Teles","is_ca":false},{"name":"Aura Teles","is_ca":false},{"name":"Sherif Helmy","is_ca":false},{"name":"Andrew M. Cameron","is_ca":false},{"name":"Karin J. Neufeld","is_ca":true},{"name":"Esther S. Oh","is_ca":false},{"name":"Elizabeth King","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04206721840273986,"gpt":0.330779333905681,"spread":0.2887121155029412,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001607363,0.0001793042,0.0002328278,0.0007921744,0.0004726496,0.0006710312,0.0002543215,0.0002761229,0.0007974872],"category_scores_gemma":[0.003142788,0.0001823016,0.0004060223,0.0005247942,0.0001667563,0.0005213562,0.0006167538,0.0005688217,0.0002201397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003279143,"about_ca_system_score_gemma":0.0004161353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002277539,"about_ca_topic_score_gemma":0.002885892,"domain_scores_codex":[0.9994069,0.000186262,0.0000838395,0.00008889891,0.0001285021,0.0001055447],"domain_scores_gemma":[0.9971941,0.0002681008,0.001356918,0.0001600351,0.0004611732,0.0005597417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006434736,0.00002303505,0.9992508,0.000002705552,0.00001328438,0.00001352914,0.00003122569,0.000008325774,0.00007701114,0.000002121205,0.00002009548,0.0004934493],"study_design_scores_gemma":[0.000003553748,0.0002363729,0.9993504,0.000004549606,0.00001449012,0.00008866215,0.00009502694,0.00009128495,0.00005690532,0.000006827228,0.00004951386,0.000002356333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995308,0.0001170851,0.00005592589,0.00002489191,0.000002986914,0.000006950137,0.0001163006,0.00000261502,0.0001425383],"genre_scores_gemma":[0.9995709,0.00005786909,0.00007135704,0.0000177807,0.000004563566,0.000009550598,0.0002106678,7.203861e-7,0.0000565485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002277539,"threshold_uncertainty_score":0.008500636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383228293","doi":"10.56392/001c.74538","title":"What delirium follow-up is routinely offered after elective arthroplasty surgery? A survey of UK and Irish clinicians.","year":2023,"lang":"en","type":"article","venue":"Delirium","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; British Geriatrics Society","keywords":"Delirium; Medicine; Documentation; Arthroplasty; Irish; Family medicine; Medical emergency; Psychiatry; Surgery","authors":[{"name":"Jordan Walker","is_ca":false},{"name":"Emily M L Bowman","is_ca":false},{"name":"Seamus O’Brien","is_ca":false},{"name":"Owen Diamond","is_ca":false},{"name":"Emma Cunningham","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04481678598168177,"gpt":0.3090016515240367,"spread":0.2641848655423549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004068003,0.0001370847,0.0003258096,0.0008544522,0.0006186651,0.0014898,0.0004068429,0.000824446,0.001820434],"category_scores_gemma":[0.01679005,0.000419096,0.000280258,0.00165151,0.0007809016,0.001184574,0.001230677,0.0008573442,0.0005983936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003180175,"about_ca_system_score_gemma":0.003201753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07473519,"about_ca_topic_score_gemma":0.07026264,"domain_scores_codex":[0.9952401,0.001685474,0.001076845,0.0004042101,0.0008438283,0.0007496223],"domain_scores_gemma":[0.983588,0.003338375,0.007580395,0.0003029334,0.002548124,0.002642168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000158928,0.00006156795,0.9657978,0.0002847186,0.00002946545,0.0003153655,0.01740918,0.00004435859,0.0004409265,0.0000644002,0.004013082,0.01138025],"study_design_scores_gemma":[0.00001930707,0.000220766,0.9551404,0.0003372723,0.00001047722,0.0005352307,0.03940369,0.0001304669,0.00008965466,0.0000207444,0.004065134,0.00002698941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932414,0.0009113143,0.00005910209,0.002646091,0.00003161818,0.00005779056,0.0008804162,0.000006418191,0.002165871],"genre_scores_gemma":[0.99674,0.0009755284,0.0001577842,0.001406279,0.00001491852,0.00006037259,0.0002909926,0.000005163821,0.0003489144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07473519,"threshold_uncertainty_score":0.1486004,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396734735","doi":"10.56392/001c.94808","title":"Driving quality in delirium care through a patient-centered monitoring system in palliative care: Protocol for the two-staged exploratory sequential mixed methods MODEL-PC study","year":2024,"lang":"en","type":"article","venue":"Delirium","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Delirium; Protocol (science); Quality (philosophy); Medicine; Palliative care; Exploratory research; Medical emergency; Nursing; Intensive care medicine; Alternative medicine","authors":[{"name":"Nameer van Oosterom","is_ca":false},{"name":"Meera Agar","is_ca":false},{"name":"Grace Walpole","is_ca":false},{"name":"Penelope Casey","is_ca":false},{"name":"Paula Moffat","is_ca":false},{"name":"Keiron Bradley","is_ca":false},{"name":"Angus Cook","is_ca":false},{"name":"Claire E. Johnson","is_ca":false},{"name":"Richard Chye","is_ca":false},{"name":"J Oehme","is_ca":false},{"name":"Maria Senatore","is_ca":false},{"name":"Claudia Virdun","is_ca":false},{"name":"Mark Pearson","is_ca":false},{"name":"Imogen Featherstone","is_ca":false},{"name":"Peter G. Lawlor","is_ca":true},{"name":"Shirley H. Bush","is_ca":true},{"name":"Barbara A Daveson","is_ca":false},{"name":"Sabina P Clapham","is_ca":false},{"name":"K. Campbell","is_ca":false},{"name":"Annmarie Hosie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1291075856425309,"gpt":0.4603281482896877,"spread":0.3312205626471568,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0642052,0.004045564,0.004208734,0.003147867,0.004071671,0.004528165,0.004723475,0.004451183,0.05847418],"category_scores_gemma":[0.08215365,0.003087021,0.007453979,0.003562602,0.002696487,0.002566394,0.00394252,0.006386568,0.00958549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009001179,"about_ca_system_score_gemma":0.03012942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005682899,"about_ca_topic_score_gemma":0.008660559,"domain_scores_codex":[0.9609979,0.02761663,0.004053855,0.002468291,0.002826894,0.002036571],"domain_scores_gemma":[0.9565208,0.01821889,0.004322932,0.006503748,0.01254131,0.001892356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.1125986,0.05279219,0.01730494,0.1046392,0.004596068,0.002778086,0.02521028,0.05052606,0.005683148,0.05770427,0.1304191,0.4357481],"study_design_scores_gemma":[0.2130771,0.09498946,0.0406795,0.05653154,0.004096769,0.0006553795,0.01715762,0.03676191,0.01179072,0.04309938,0.4796335,0.0015271],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001635806,0.00006125322,0.004432949,0.0001118943,0.00005936531,0.9920492,0.001134762,0.00003667736,0.0004781102],"genre_scores_gemma":[0.0005870516,0.00002274573,0.003288308,0.00002469136,0.000003161139,0.9958852,0.0001006655,0.000002318136,0.00008580064],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0642052,"threshold_uncertainty_score":0.3395536,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}